Research Trail

These are research notes and source trails used while drafting the manuscript. They are educational and not medical advice.

This section is an annotated bibliography of the core sources behind the first chapters of Raising Humans in an AI World. Each entry includes a full citation plus a short note explaining how it connects to the chapter’s ideas, so you can browse (or go deeper) without needing to decode academic prose.

Links were last accessed in December 2025. If a link breaks, searching the title usually finds an updated location.

Chapter 1: Convenience Is the New Opponent

1. Risko, E. F., & Gilbert, S. J. (2016). Cognitive offloading. Trends in Cognitive Sciences, 20(9), 676–688. https://doi.org/10.1016/j.tics.2016.07.002

Why it matters: Defines “cognitive offloading”—our tendency to push mental work onto tools and external supports. A foundation for understanding why convenience changes what our brains practice (and what they don’t).

• Peer-reviewed review article | Tags: cognitive offloading, attention, convenience

1. Ward, A. F., Duke, K., Gneezy, A., & Bos, M. W. (2017). Brain drain: The mere presence of one’s own smartphone reduces available cognitive capacity. Journal of the Association for Consumer Research, 2(2), 140–154. https://doi.org/10.1086/691462

Why it matters: Finds that simply having a smartphone nearby (even unused) can reduce available cognitive capacity—supporting the chapter’s point that “always-on” tech quietly taxes focus.

• Peer-reviewed study | Tags: smartphones, cognition, distraction

1. Kapur, M. (2008). Productive failure. Cognition and Instruction, 26(3), 379–424. https://doi.org/10.1080/07370000802212669

Why it matters: Introduces the concept of “productive failure”: struggling with a problem before instruction can lead to deeper conceptual learning—an evidence base for keeping some friction in learning.

• Peer-reviewed article | Tags: productive failure, learning, struggle

1. Kapur, M. (2014). Productive failure in learning math. Cognitive Science, 38(5), 1008–1022. https://doi.org/10.1111/cogs.12107

Why it matters: Extends productive failure research in math learning, highlighting how “too much help too soon” can weaken durable understanding—relevant to AI-as-shortcut risks.

• Peer-reviewed study | Tags: productive failure, math learning, AI shortcuts

1. Breen, A. (2024, June 21). Boredom can be great for kids. UVA School of Education and Human Development. https://education.virginia.edu/news-stories/boredom-can-be-great-kids

Why it matters: A parent-friendly overview of how boredom supports creativity, self-directed play, and resilience—useful context for resisting “instant-fix” habits.

• Expert explainer | Tags: boredom, creativity, unstructured time

1. Miller, G. (2024, November 13). The benefits of boredom. Child Mind Institute. https://childmind.org/article/the-benefits-of-boredom/

Why it matters: Explains boredom as a developmental ingredient rather than a problem to eliminate, offering practical guidance for helping kids tolerate discomfort and generate their own ideas.

• Expert explainer | Tags: boredom, parenting, self-regulation

1. Lieberman, M. D., Eisenberger, N. I., Crockett, M. J., Tom, S. M., Pfeifer, J. H., & Way, B. M. (2007). Putting feelings into words: Affect labeling disrupts amygdala activity in response to affective stimuli. Psychological Science, 18(5), 421–428. https://doi.org/10.1111/j.1467-9280.2007.01916.x

Why it matters: Shows that naming emotions (“affect labeling”) can reduce emotional reactivity in the brain—supporting tools like “name it to tame it” and reflective language.

• Peer-reviewed study | Tags: emotion regulation, affect labeling, neuroscience

1. Salamon, M. (2024, April 3). Co-regulation: Helping children and teens navigate big emotions. Harvard Health Publishing. https://www.health.harvard.edu/blog/co-regulation-helping-children-and-teens-navigate-big-emotions-202404033030

Why it matters: Explains co-regulation in everyday terms: kids learn regulation through repeated, supported experiences with calm adults—an alternative to outsourcing emotional support to devices.

• Expert explainer | Tags: co-regulation, parenting, emotions

1. Paley, B., et al. (2022). Conceptualizing emotion regulation and coregulation as family-level phenomena. Clinical Child and Family Psychology Review, 25(1), 19–43. https://doi.org/10.1007/s10567-022-00378-4

Why it matters: A research synthesis framing regulation and co-regulation as patterns that live in families (not just individuals), reinforcing why relationships and routines matter.

• Peer-reviewed review article | Tags: co-regulation, family systems, emotion regulation

1. Yogman, M., Garner, A., Hutchinson, J., Hirsh-Pasek, K., Golinkoff, R. M., & Committee on Psychosocial Aspects of Child and Family Health. (2018). The power of play: A pediatric role in enhancing development in young children. Pediatrics, 142(3), e20182058. https://doi.org/10.1542/peds.2018-2058

Why it matters: An American Academy of Pediatrics clinical report describing play as essential “work” for developing language, executive function, and social-emotional skills.

• Clinical guidance / review | Tags: play, development, executive function

1. Doss, C. J., Bozick, R., Schwartz, H. L., & Baird, M. D. (2025). AI use in schools is quickly increasing but guidance lags behind (RR-A4180-1). RAND Corporation. https://www.rand.org/pubs/research_reports/RRA4180-1.html

Why it matters: Documents rapid growth in AI use in K–12 while policies and guidance lag—supporting the need for families and schools to proactively set norms and guardrails.

• Research report | Tags: schools, policy, AI adoption

1. Miao, F., & Holmes, W. (2023). Guidance for generative AI in education and research. UNESCO. (Last updated April 14, 2025). https://www.unesco.org/en/digital-education/artificial-intelligence/guidance

Why it matters: A global framework for using generative AI in education with a strong focus on human-centered principles, transparency, safety, and equity.

• International guidance | Tags: policy, education, guidance

1. Common Sense Media. (2025). Talk, trust and trade-offs: How and why teens use AI companions. Common Sense Media. https://www.commonsensemedia.org/sites/default/files/research/report/talk-trust-and-trade-offs_2025_web.pdf

Why it matters: Explores teen use of AI companions, including emotional motivations and relationship substitution—helpful context for family conversations about “outsourcing” connection.

• Survey report | Tags: AI companions, teens, relationships

1. McBain, R. K., et al. (2025). Use of generative artificial intelligence for mental health advice among U.S. youth. JAMA Network Open, 8(7), e2542281. https://doi.org/10.1001/jamanetworkopen.2025.42281

Why it matters: Shows that youth are already turning to generative AI for mental health advice—raising questions about accuracy, safety, and the role of trusted adults.

• Peer-reviewed study | Tags: mental health, youth, AI advice

1. Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68–78. https://doi.org/10.1037/0003-066X.55.1.68

Why it matters: A foundational theory of motivation: autonomy, competence, and relatedness drive intrinsic motivation—relevant when convenience threatens agency and effort.

• Peer-reviewed theory article | Tags: motivation, agency, self-determination theory

1. D’Mello, S. K., Lehman, B., Pekrun, R., & Graesser, A. (2014). Confusion can be beneficial for learning. Learning and Instruction, 29, 153–170. https://doi.org/10.1016/j.learninstruc.2012.05.003

Why it matters: Argues (with evidence) that confusion isn’t always a failure state—when supported, it can trigger deeper processing and lead to learning gains.

• Peer-reviewed article | Tags: learning, confusion, productive struggle

1. Khlaif, Z. N., Alkouk, W. A., et al. (2025). Redesigning assessments for AI-enhanced learning. Education Sciences, 15(2), 174. https://doi.org/10.3390/educsci15020174

Why it matters: Discusses how assessment must evolve in the era of generative AI—emphasizing tasks that reveal thinking, process, and originality rather than easily automated outputs.

• Peer-reviewed article | Tags: assessment, education, generative AI

1. Freeman, J. (2025). Student Generative AI Survey 2025 (Policy Note 61). Higher Education Policy Institute (HEPI) and Kortext. https://www.hepi.ac.uk/2025/02/26/student-generative-ai-survey-2025/

Why it matters: Survey-based snapshot of how students are using generative AI, how they feel about it, and what it’s changing—helpful for grounding discussions in data.

• Survey report | Tags: student use, higher education, survey

Chapter 2: Outsourcing Comfort

1. McBain, R. K., et al. (2025). Use of generative artificial intelligence for mental health advice among U.S. youth. JAMA Network Open, 8(7), e2542281. https://doi.org/10.1001/jamanetworkopen.2025.42281

Why it matters: Evidence that many young people are already asking AI for sensitive mental-health guidance—highlighting why “comfort outsourcing” needs boundaries and adult support.

• Peer-reviewed study | Tags: mental health, AI advice, youth

1. Common Sense Media. (2025, July 16). New Common Sense study finds one in four teens use AI companions, and many use them as substitutes for real-life relationships. https://www.commonsensemedia.org/press-releases/new-common-sense-study-finds-one-in-four-teens-use-ai-companions-and-many-use-them-as

Why it matters: A short, readable summary of findings on teen AI companion use—useful for understanding what’s already normal for many adolescents.

• Press release / report summary | Tags: AI companions, teens, relationships

1. Salamon, M. (2024, April 3). Co-regulation: Helping children and teens navigate big emotions. Harvard Health Publishing. https://www.health.harvard.edu/blog/co-regulation-helping-children-and-teens-navigate-big-emotions-202404033030

Why it matters: An accessible description of co-regulation: how kids borrow calm from adults until they can create it internally—central to replacing “screen soothing” with relational soothing.

• Expert explainer | Tags: co-regulation, emotions, parenting

1. Saltz, G. (2025, February 11). What’s wrong with helicopter parenting? Child Mind Institute. https://childmind.org/article/whats-wrong-with-helicopter-parenting/

Why it matters: Explains how over-managing kids’ discomfort can undermine competence and resilience—relevant when parents or tools remove every hard moment.

• Expert explainer | Tags: parenting, resilience, overprotection

1. American Psychological Association. (2025). Artificial intelligence and adolescent well-being: An APA health advisory. American Psychological Association. https://www.apa.org/topics/artificial-intelligence-machine-learning/health-advisory-ai-adolescent-well-being

Why it matters: Calls for guardrails and developmentally informed design when adolescents use AI tools—reinforcing that “safe enough” requires intentional standards, not hope.

• Health advisory | Tags: policy, adolescents, well-being

1. UNICEF Innocenti. (2025). UNICEF Innocenti guidance on AI and children 3.0. UNICEF Office of Research—Innocenti. https://www.unicef.org/innocenti/media/11991/file/UNICEF-Innocenti-Guidance-on-AI-and-Children-3-2025.pdf

Why it matters: A child-rights framework for AI: emphasizes best interests of the child, safety, privacy, transparency, inclusion, and accountability.

• International guidance | Tags: child rights, policy, AI

1. Bastani, H., Bastani, O., Sungu, A., Ge, H., Kabakcı, Özge, & Mariman, R. (2024, July 15). Generative AI can harm learning. SSRN. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4895486

Why it matters: A field experiment suggesting that unguarded AI tutoring can improve short-term performance while weakening later independent performance—illustrating the “crutch” risk.

• Working paper / field experiment | Tags: learning, AI tutoring, shortcuts

1. Kulesa, A. C., Mission, M., Croft, M., & Wells, M. K. (2025, June). Productive struggle: How artificial intelligence is changing learning, effort, and youth development in education. Bellwether. https://bellwether.org/publications/productive-struggle/

Why it matters: Synthesizes learning science and early AI evidence to ask a key question: when does AI remove useless friction, and when does it remove the very struggle learning needs?

• Policy / research report | Tags: productive struggle, learning science, AI in education

1. Leffer, L. (2023, August 25). ChatGPT can get good grades. What should educators do about it? Scientific American. https://www.scientificamerican.com/article/chatgpt-can-get-good-grades-what-should-educators-do-about-it/

Why it matters: A general-audience overview of the assessment and integrity disruption created by LLMs, motivating shifts toward more authentic, process-based learning tasks.

• Popular press | Tags: assessment, academic integrity, education

1. University College London (UCL) Institute of Education. (2024, November 4). Experiential learning benefits students’ progress in science and general academic skills. UCL News. https://www.ucl.ac.uk/ioe/news/2024/nov/experiential-learning-benefits-students-progress-science-and-general-academic-skills

Why it matters: Summarizes evidence linking experiential learning with improved performance and broader skills—supporting the case for hands-on, student-centered learning that can’t be fully outsourced.

• Research news summary | Tags: experiential learning, agency, learning outcomes

1. Florida Atlantic University (FAU) Thrive. (n.d.). The power of praise: Why effort matters more than results. FAU Thrive Thursdays. https://www.fau.edu/thrive/students/thrive-thursdays/praise_conditions_of_worth/

Why it matters: Explains why praising effort, strategy, and persistence tends to build resilience more than praising fixed traits or outcomes—important when kids face friction instead of outsourcing it.

• Educational resource | Tags: praise, motivation, mindset

1. Forrest, S. (2023, February 13). Can a sense of purpose help teens? University of Illinois Urbana-Champaign. https://aces.illinois.edu/news/can-sense-purpose-help-teens

Why it matters: Connects a sense of purpose with well-being and resilience—supporting the chapter’s move from “comfort at all costs” toward meaning, contribution, and direction.

• Research news summary | Tags: purpose, teen well-being, meaning

Chapter 3: The School Gap

1. Faverio, M., & Sidoti, O. (2024, December 12). Teens, social media and technology 2024. Pew Research Center. https://www.pewresearch.org/internet/2024/12/12/teens-social-media-and-technology-2024/

Why it matters: Up-to-date baseline data on teen device and platform use—useful context for why schools and families are navigating attention, distraction, and identity development in a high-screen environment.

• National survey report | Tags: teens, social media, smartphones

1. Rideout, V., & Robb, M. B. (2022). The Common Sense Census: Media use by tweens and teens, 2021. Common Sense Media. https://www.commonsensemedia.org/sites/default/files/research/report/8-18-media-use-by-tweens-and-teens-2021-common-sense-census_2.pdf

Why it matters: Quantifies entertainment screen time for tweens and teens and tracks trends over time—helpful for grounding the “school gap” discussion in actual media-use patterns.

• Survey report | Tags: screen time, tweens, teens

1. Morris, A. S., Silk, J. S., Steinberg, L., Myers, S. S., & Robinson, L. R. (2007). The role of the family context in the development of emotion regulation. Social Development, 16(2), 361–388. https://doi.org/10.1111/j.1467-9507.2007.00389.x

Why it matters: Describes how emotion regulation develops within family systems (through modeling, coaching, and the emotional climate), reinforcing that home practices shape school readiness.

• Peer-reviewed study | Tags: emotion regulation, family context, development

1. National Scientific Council on the Developing Child. (2004). Children’s emotional development is built into the architecture of their brains: Working paper no. 2. Center on the Developing Child at Harvard University. https://developingchild.harvard.edu/resources/working-paper/childrens-emotional-development-is-built-into-the-architecture-of-their-brains/

Why it matters: Explains (in plain language) how early relationships and emotional experiences shape brain development—helpful background for why regulation and connection are foundational learning supports.

• Research-to-practice brief | Tags: early childhood, brain development, relationships

1. The Gazette. (2012, March 4). Adoption of technology in education is slow and uneven. http://www.thegazette.com/2012/03/04/adoption-of-technology-in-education-is-slow-and-uneven

Why it matters: A reminder that schools adopt technology unevenly and slowly, contributing to a mismatch between students’ at-home tech reality and classroom tools, expectations, and policies.

• News / commentary | Tags: edtech adoption, schools, technology

1. UNESCO. (2023). Global Education Monitoring Report 2023: Technology in education – A tool on whose terms? UNESCO. https://www.unesco.org/gem-report/en/2023-technology-education

Why it matters: A global review cautioning against “technology as destiny” narratives and emphasizing that learning outcomes depend on pedagogy, governance, and equity—not devices alone.

• Global report | Tags: education policy, edtech, equity

1. Rimm-Kaufman, S. E., & Sandilos, L. E. (2011). Improving students’ relationships with teachers to provide essential supports for learning. American Psychological Association. https://www.apa.org/education-career/k12/relationships

Why it matters: Summarizes evidence that teacher-student relationships are critical for engagement, behavior, and achievement—an argument for protecting relational time in schools.

• Research summary | Tags: teacher-student relationships, engagement, school climate

1. Cacciatore, G. (2021, March 17). Teacher-student relationships matter. Harvard Graduate School of Education, Usable Knowledge. https://www.gse.harvard.edu/ideas/usable-knowledge/21/03/teacher-student-relationships-matter

Why it matters: A readable overview of how relationships drive belonging, motivation, and learning—useful for parents looking to understand the “human side” of school success.

• Research-to-practice article | Tags: relationships, belonging, motivation

1. Freeman, S., Eddy, S. L., McDonough, M., Smith, M. K., Okoroafor, N., Jordt, H., & Wenderoth, M. P. (2014). Active learning increases student performance in science, engineering, and mathematics. Proceedings of the National Academy of Sciences, 111(23), 8410–8415. https://doi.org/10.1073/pnas.1319030111

Why it matters: A major meta-analysis showing active learning improves performance and reduces failure in STEM courses—supporting a shift away from passive, lecture-only instruction.

• Peer-reviewed meta-analysis | Tags: active learning, STEM, meta-analysis

1. Coleman, J. S., et al. (1966). Equality of educational opportunity. Washington, DC: U.S. Department of Health, Education, and Welfare.

Why it matters: A landmark report demonstrating that out-of-school factors and family background strongly shape outcomes—an anchor for understanding why home-school alignment matters.

• Government report | Tags: equity, socioeconomic factors, education outcomes

1. Jose, P. E., Ryan, N., & Pryor, J. (2017). Does social disconnection matter? The role of home-school dissonance in children’s mental health. Frontiers in Education, 2, 53. https://doi.org/10.3389/feduc.2017.00053

Why it matters: Finds that mismatches between home and school expectations (“dissonance”) can contribute to mental-health challenges—supporting the need for stronger family-school connections.

• Peer-reviewed study | Tags: home-school dissonance, mental health, alignment

1. Grusec, J. E., & Goodnow, J. J. (1994). Impact of parental discipline methods on the child’s internalization of values: A reconceptualization of current points of view. Developmental Psychology, 30(1), 4–19. https://doi.org/10.1037/0012-1649.30.1.4

Why it matters: Clarifies how children internalize values: not just through rules, but through perceived fairness, reasoning, and relationship quality—relevant to digital ethics and self-control.

• Peer-reviewed theory/review | Tags: values, moral development, parenting

1. Liu, Q. (2025). Influences on moral development. In Middle Childhood and Adolescent Psychology (Chapter 60). University of Wisconsin-Green Bay Pressbooks. https://wisconsin.pressbooks.pub/adolescentpsychology/chapter/influences-on-moral-development/

Why it matters: A clear overview of the interpersonal and intrapersonal factors that shape moral development, offering a helpful lens for parents trying to build character in a digital world.

• Open textbook chapter | Tags: moral development, character, adolescence

1. Henderson, A. T., & Mapp, K. L. (2002). A new wave of evidence: The impact of school, family, and community connections on student achievement (Annual Synthesis 2002). SEDL. https://sedl.org/connections/resources/evidence.pdf

Why it matters: A synthesis of studies showing that strong family-school-community connections correlate with improved achievement and behavior—pointing toward engagement as a lever, not a “nice to have.”

• Research synthesis | Tags: family engagement, student achievement, community

1. Tamez-Robledo, N. (2025, February 13). Teachers say parental engagement can make or break efforts to close learning gaps. EdSurge. https://www.edsurge.com/news/2025-02-13-teachers-say-parental-engagement-can-make-or-break-efforts-to-close-learning-gaps

Why it matters: A practitioner-facing report on what teachers say they need from families to close learning gaps—useful for translating “engagement” into specific, doable behaviors.

• Education journalism | Tags: family engagement, teachers, learning gaps

1. McCormick, M. (2024, May 6). Spotlight on evidence: Investing in family engagement programs that work. Overdeck Family Foundation. https://overdeck.org/news-and-resources/article/spotlight-on-evidence-investing-in-family-engagement-programs-that-work/

Why it matters: A curated evidence overview of family engagement programs and what tends to work—helpful for parents, schools, and funders looking for practical approaches.

• Evidence roundup | Tags: family engagement, programs, evidence

Chapter 4: The New Definition of Success

1. Barcaccia, B., et al. (2023). Purpose in life as an asset for well-being and a protective factor against depression in adolescents. Frontiers in Psychology. (Open access via PubMed Central).

Why it matters: Connects purpose-in-life to adolescent well-being, supporting the chapter’s emphasis on meaning as part of a new success scorecard.

• Peer-reviewed study | Tags: meaning, purpose, adolescence

1. Brummelman, E., et al. (2014). The adverse impact of inflated praise on children with low self-esteem. Psychological Science, 25(3), 728-735. https://doi.org/10.1177/0956797613514251

Why it matters: Shows how inflated praise can backfire (more pressure, less risk-taking), reinforcing the shift from ‘polish’ to capacity-building feedback.

• Peer-reviewed study | Tags: praise, motivation, parenting

1. Duckworth, A. L., & Seligman, M. E. P. (2005). Self-discipline outdoes IQ in predicting academic performance of adolescents. Psychological Science, 16(12), 939-944. https://doi.org/10.1111/j.1467-9280.2005.01641.x

Why it matters: Evidence that self-discipline strongly predicts academic performance—useful for redefining success around trainable habits rather than outputs.

• Peer-reviewed study | Tags: self-discipline, achievement, habits

1. Durlak, J. A., Weissberg, R. P., Dymnicki, A. B., Taylor, R. D., & Schellinger, K. B. (2011). The impact of enhancing students' social and emotional learning: A meta-analysis of school-based universal interventions. Child Development, 82(1), 405-432. https://doi.org/10.1111/j.1467-8624.2010.01564.x

Why it matters: Landmark meta-analysis finding that school-based SEL programs improve social-emotional skills and academic outcomes—supporting relationships/regulation as core, not ‘extra.’

• Peer-reviewed meta-analysis | Tags: SEL, school culture, outcomes

1. Gruenhagen, J. H., Sinclair, P. M., Carroll, J.-A., Baker, P. R. A., Wilson, A., & Demant, D. (2024). The rapid rise of generative AI and its implications for academic integrity: Students' perceptions and use of chatbots for assistance with assessments. Computers and Education: Artificial Intelligence, 7, 100273. https://doi.org/10.1016/j.caeai.2024.100273

Why it matters: Research on student perceptions and integrity implications in the generative-AI era—helpful context for why old assessment signals are getting noisy.

• Peer-reviewed study | Tags: generative AI, assessment, academic integrity

1. Carpenter, D. D., Harding, T. S., Finelli, C. J., & Passow, H. J. (2004). Does academic dishonesty relate to unethical behavior in professional practice? An exploratory study. Science and Engineering Ethics, 10(2), 311-324. https://doi.org/10.1007/s11948-004-0027-3

Why it matters: Explores academic dishonesty and its links to professional ethics—supporting the chapter’s integrity-and-character framing.

• Peer-reviewed study | Tags: cheating, integrity, ethics

1. Jones, D. E., Greenberg, M., & Crowley, M. (2015). Early social-emotional functioning and public health: The relationship between kindergarten social competence and future wellness. American Journal of Public Health, 105(11), 2283-2290. https://doi.org/10.2105/AJPH.2015.302630

Why it matters: Shows that early social competence predicts later health and life outcomes—evidence that relationships matter long before résumés do.

• Peer-reviewed study | Tags: relationships, social skills, long-term outcomes

1. McClelland, M. M., Acock, A. C., Piccinin, A., Rhea, S. A., & Stallings, M. C. (2013). Relations between preschool attention span-persistence and age 25 educational outcomes. Early Childhood Research Quarterly, 28(2), 314-324. https://doi.org/10.1016/j.ecresq.2012.07.008

Why it matters: Longitudinal evidence linking early attention/self-regulation to later educational outcomes, backing the idea that attention is a foundational human capacity.

• Peer-reviewed study | Tags: attention, self-regulation, development

1. Moffitt, T. E., et al. (2011). A gradient of childhood self-control predicts health, wealth, and public safety. Proceedings of the National Academy of Sciences, 108(7), 2693-2698. https://doi.org/10.1073/pnas.1010076108

Why it matters: Cohort research connecting childhood self-control to adult health, wealth, and public safety—supporting regulation as a life skill, not a personality trait.

• Peer-reviewed study | Tags: self-control, life outcomes, regulation

1. Mulisa, F. (2021). The carryover effects of college dishonesty on unethical behavior in professional workplace: A review. Cogent Education. https://doi.org/10.1080/2331186X.2021.1935408

Why it matters: Discusses how dishonest habits can carry over, reinforcing why small shortcuts matter in formation.

• Peer-reviewed study | Tags: dishonesty, integrity, habits

1. Mueller, C. M., & Dweck, C. S. (1998). Praise for intelligence can undermine children's motivation and performance. Journal of Personality and Social Psychology, 75(1), 33-52. https://doi.org/10.1037/0022-3514.75.1.33

Why it matters: Classic study showing praise focused on ‘being smart’ can undermine persistence after setbacks—supporting process/effort praise.

• Peer-reviewed study | Tags: mindset, process praise, resilience

1. Ratner, K., Li, Q., Zhu, G., Estevez, M., & Burrow, A. L. (2023). Daily adolescent purposefulness, daily subjective well-being, and individual differences in autistic traits. Journal of Happiness Studies, 24(3), 967-989. https://doi.org/10.1007/s10902-023-00625-7

Why it matters: Empirical work on purpose/meaning and well-being, supporting the chapter’s ‘meaning’ pillar in the Human Advantage Framework.

• Peer-reviewed study | Tags: meaning, purpose, well-being

1. Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68-78. https://doi.org/10.1037/0003-066X.55.1.68

Why it matters: Foundational framework (autonomy, competence, relatedness) explaining how motivation and agency grow—useful language for parents and schools.

• Peer-reviewed foundational review | Tags: agency, motivation, self-determination theory

1. Sinha, T., & Kapur, M. (2021). When problem solving followed by instruction works: Evidence for productive failure. Review of Educational Research, 91(5), 761-798. https://doi.org/10.3102/00346543211019105

Why it matters: Explains why structured struggle before instruction can improve learning—supporting the chapter’s argument that friction is where capacity is built.

• Peer-reviewed article | Tags: learning, struggle, productive failure

1. UNESCO. (2023). Guidance for generative AI in education and research. (Updated April 2025). https://www.unesco.org/en/articles/guidance-generative-ai-education-and-research

Why it matters: Global guidance outlining recommendations for generative AI in education—context for policy, assessment, and equity conversations.

• Policy guidance | Tags: AI in education, policy, guidance

1. Waldinger, R. (2017). Harvard Gazette interview on the Harvard Study of Adult Development: relationships and health. https://news.harvard.edu/gazette/story/2017/04/over-nearly-80-years-harvard-study-has-been-showing-how-to-live-a-healthy-and-happy-life/

Why it matters: Accessible summary of the long-running Harvard adult-development study—underscoring relationships as a powerful driver of health and happiness.

• Expert explainer/interview | Tags: relationships, health, happiness

1. World Economic Forum. (2025). The Future of Jobs Report 2025 (Skills outlook). https://www.weforum.org/publications/the-future-of-jobs-report-2025/

Why it matters: Future-of-work forecasting on the skills employers expect to grow in importance—reinforcing the shift from grades to durable human capacities.

• Industry/economic report | Tags: future of work, skills, jobs

1. White, E. M., DeBoer, M. D., & Scharf, R. J. (2019). Associations between household chores and childhood self-competency. Journal of Developmental and Behavioral Pediatrics, 40(3), 176-182. https://doi.org/10.1097/DBP.0000000000000637

Why it matters: Evidence linking household responsibilities (e.g., chores) to child/adolescent outcomes—supporting real responsibility as a pathway to agency.

• Peer-reviewed study | Tags: chores, responsibility, agency

1. Lee, V. R., Pope, D., et al. (2024). Cheating in the age of generative AI: A high school survey study of cheating behaviors before and after the release of ChatGPT. Computers and Education: Artificial Intelligence, 7, 100253. https://doi.org/10.1016/j.caeai.2024.100253

Why it matters: Research on cheating in the generative-AI era—useful for explaining why schools must redesign assessment and integrity norms.

• Peer-reviewed study | Tags: generative AI, cheating, education

Chapter 5: Empathy Is Not Soft. It Is Survival

1. MacCormick, H. (2019, June 11). Empathy is a skill that improves with practice, Stanford psychologist-author says. Stanford Medicine. https://med.stanford.edu/news/insights/2019/06/empathy-is-a-skill-that-improves-with-practice-stanford-psychologist-author-says.html

Why it matters: A parent-friendly explainer that frames empathy as a skill you can practice and grow (not a fixed trait).

• Expert explainer | Tags: empathy, skill-building, practice

1. Schumann, K., Zaki, J., & Dweck, C. S. (2014). Addressing the empathy deficit: beliefs about the malleability of empathy predict effortful responses when empathy is challenging. Journal of Personality and Social Psychology, 107(3), 475–493. https://doi.org/10.1037/a0036738

Why it matters: Shows that believing empathy is malleable increases effort to empathize, especially when it feels difficult—useful for ‘empathy is trainable’ claims.

• Peer-reviewed study | Tags: empathy, mindset, effort

1. Teding van Berkhout, E., & Malouff, J. M. (2016). The efficacy of empathy training: A meta-analysis of randomized controlled trials. Journal of Counseling Psychology, 63(1), 32–41. https://doi.org/10.1037/cou0000093

Why it matters: Synthesizes evidence that empathy-training programs can produce measurable improvements, supporting the chapter’s ‘practice makes empathy stronger’ message.

• Peer-reviewed meta-analysis | Tags: empathy training, interventions, evidence

1. Tronick, E., & Beeghly, M. (2011). Infants’ Meaning-Making and the Development of Mental Health Problems. American Psychologist, 66(2), 107–119. https://doi.org/10.1037/a0021631

Why it matters: Foundational attachment/co-regulation work on mismatch and repair, supporting the idea that rupture is normal and repair builds security.

• Peer-reviewed review | Tags: repair, attachment, co-regulation

1. Greater Good Science Center. (2020, October 27). Family conflict is normal; it’s the repair that matters. https://greatergood.berkeley.edu/article/item/family_conflict_is_normal_its_the_repair_that_matters

Why it matters: Plain-language piece emphasizing that conflict is normal and repair is what protects relationships—easy to cite in parent-facing prose.

• Expert explainer | Tags: conflict, repair, relationships

1. Sanford, J. (2025, August 27). Why AI companions and young people can make for a dangerous mix. Stanford Medicine. https://med.stanford.edu/news/insights/2025/08/ai-chatbots-kids-teens-artificial-intelligence.html

Why it matters: Accessible reporting on risks of AI companions for kids and teens, supporting the chapter’s caution about synthetic empathy.

• Expert explainer | Tags: AI companions, kids, risk

1. Common Sense Media. (2025, April 10). AI Risk Assessment: Social AI Companions. https://www.commonsensemedia.org/sites/default/files/pug/csm-ai-risk-assessment-social-ai-companions_final.pdf

Why it matters: Risk-assessment report on social AI companions with concrete concerns and mitigations (privacy, manipulation, dependency).

• Research report | Tags: AI companions, privacy, safety

1. Associated Press. (2025). FTC launches inquiry into AI chatbots acting as companions and their effects on children. https://apnews.com/article/e78fcc72520f56a4eff90df7ad6220c0

Why it matters: News coverage of FTC scrutiny into child-directed AI companion chatbots, showing the policy landscape is catching up to real harms.

• News report | Tags: policy, AI chatbots, children

1. Krevans, J., & Gibbs, J. C. (1996). Parents’ use of inductive discipline: relations to children’s empathy and prosocial behavior. Child Development, 67(6), 3263–3277. (PubMed record: https://pubmed.ncbi.nlm.nih.gov/9071781/ )

Why it matters: Peer-reviewed study on inductive discipline and moral/empathic development—supports guiding kids with reasons, not just consequences.

• Peer-reviewed study | Tags: discipline, prosocial behavior, parenting

1. Dyadic Developmental Psychotherapy Network. (n.d.). What is meant by PACE? https://ddpnetwork.org/about-ddp/meant-pace/

Why it matters: Explains the PACE approach (Playfulness, Acceptance, Curiosity, Empathy), aligning with the chapter’s ‘warmth + boundaries + repair’ tone.

• Clinical explainer | Tags: PACE, therapeutic approach, connection

1. Wagers, K. B., et al. (2019). The influence of parenting and temperament on empathy development. (Open-access review): https://pmc.ncbi.nlm.nih.gov/articles/PMC6533135/

Why it matters: Review linking parenting patterns and youth outcomes, useful context for how family culture shapes empathy and prosocial behavior.

• Peer-reviewed review | Tags: parenting, prosocial development, emotion skills

1. Brown, B. (2021). Atlas of the Heart: Mapping Meaningful Connection and the Language of Human Experience. Random House. (Quote image and excerpt: https://brenebrown.com/art/atlas-of-the-heart-boundaries-are-a-prerequisite-for-compassion-and-empathy/ )

Why it matters: Book-based vocabulary and framing for emotions and boundaries—helpful language for compassion without collapse.

• Book | Tags: boundaries, compassion, emotion language

1. Oakley, B. A., Knafo, A., Madhavan, G., & Wilson, D. S. (Eds.). (2012). Pathological Altruism. Oxford University Press. (Overview: https://academic.oup.com/book/3522 )

Why it matters: Academic handbook summarizing prosocial behavior and empathy research for deeper background beyond popular articles.

• Academic handbook | Tags: prosocial behavior, empathy, research overview

1. Durlak, J. A., Weissberg, R. P., Dymnicki, A. B., Taylor, R. D., & Schellinger, K. B. (2011). The impact of enhancing students’ social and emotional learning: A meta-analysis of school-based universal interventions. Child Development, 82(1), 405–432. https://doi.org/10.1111/j.1467-8624.2010.01564.x

Why it matters: Landmark SEL meta-analysis showing that teaching social-emotional skills improves both well-being and academic outcomes.

• Peer-reviewed meta-analysis | Tags: SEL, school climate, relationships

1. Connolly, P., Miller, S., Kee, F., et al. (2018). Appendix 1 Meta-analysis of existing evaluations of Roots of Empathy. NIHR Journals Library. https://www.ncbi.nlm.nih.gov/books/NBK487562/

Why it matters: Evidence review/meta-analysis source supporting the effectiveness of parenting programs on prosocial and aggression-related outcomes.

• Research report / evidence review | Tags: parenting programs, prosocial, aggression

1. Holt-Lunstad, J., Smith, T. B., Baker, M., Harris, T., & Stephenson, D. (2015). Loneliness and social isolation as risk factors for mortality: A meta-analytic review. Perspectives on Psychological Science, 10(2), 227–237. https://doi.org/10.1177/1745691614568352

Why it matters: Large meta-analysis linking social relationships to mortality risk—underscoring that connection is health infrastructure.

• Peer-reviewed meta-analysis | Tags: relationships, health, longevity

1. Uhls, Y. T., Michikyan, M., Morris, J., Garcia, D., Small, G. W., Zgourou, E., & Greenfield, P. M. (2014). Five days at outdoor education camp without screens improves preteen skills with nonverbal emotion cues. Computers in Human Behavior, 39, 387–392. https://doi.org/10.1016/j.chb.2014.05.036

Why it matters: Study showing that a short period of screen-free, face-to-face interaction can improve reading nonverbal emotional cues—supports the chapter’s ‘presence trains empathy’ point.

• Peer-reviewed study | Tags: screens, emotion reading, face-to-face

1. Wolpert, S. (2014, August 21). In our digital world, are young people losing the ability to read emotions? UCLA Newsroom. https://newsroom.ucla.edu/releases/in-our-digital-world-are-young-people-losing-the-ability-to-read-emotions

Why it matters: UCLA news explainer on digital life and emotion-reading skills—an accessible bridge between research and parenting.

• Expert explainer | Tags: digital life, emotions, social skills

1. Uhls, Y. T., Broome, J., Levi, S., Szczepanski-Beavers, J., & Greenfield, P. (2020). Mobile technologies and their relationship to children’s ability to read nonverbal emotional cues: A cross-temporal comparison. Cyberpsychology, Behavior, and Social Networking, 23(7), 465–470. https://doi.org/10.1089/cyber.2019.0174

Why it matters: Study on digital contexts and social-emotional functioning, supporting the chapter’s call to protect real-world empathy practice.

• Peer-reviewed study | Tags: social media, empathy, adolescence

Chapter 6: Better Questions in a World of Instant Answers

1. [1] Sparrow, B., Liu, J., & Wegner, D. M. (2011). Google Effects on Memory: Cognitive Consequences of Having Information at Our Fingertips. Science, 333(6043), 776-778. https://www.science.org/doi/10.1126/science.1207745

Why it matters: Classic ‘Google effect’ study showing that when information is easy to look up, people remember where to find it more than the content—useful for explaining cognitive offloading.

• Peer-reviewed study | Tags: cognitive offloading, memory, instant answers

1. [2] Kosmyna, N., Hauptmann, E., Yuan, Y. T., Situ, J., Liao, X.-H., Beresnitzky, A. V., Braunstein, I., & Maes, P. (2025). Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task. arXiv:2506.08872. https://arxiv.org/abs/2506.08872

Why it matters: Preprint examining brain/behavioral effects of LLM-assisted writing, relevant to questions of ownership, effort, and learning-by-doing.

• Preprint | Tags: AI writing, learning, ownership

1. [3] Engel, S. (2011). Children’s Need to Know: Curiosity in Schools. Harvard Educational Review, 81(4), 625-645. https://elimindset.com/wp-content/uploads/2022/08/engel2011.pdf

Why it matters: Scholarly piece on curiosity in school contexts, supporting the chapter’s claim that curiosity is a core learning driver that can be nurtured (or suppressed).

• Scholarly article | Tags: curiosity, school, question-asking

1. [4] Park, A. T., Colantonio, J., et al. (2025). Question asking practice fosters aspects of curiosity in science content in young children. npj Science of Learning. https://www.nature.com/articles/s41539-025-00384-5

Why it matters: Recent empirical paper on question-asking and learning, supporting ‘better questions’ as a teachable skill with measurable impact.

• Peer-reviewed study | Tags: question-asking, learning, inquiry

1. [5] Gruber, M. J., Gelman, B. D., & Ranganath, C. (2014). States of Curiosity Modulate Hippocampus-Dependent Learning via the Dopaminergic Circuit. Neuron, 84(2), 486-496. https://www.sciencedirect.com/science/article/pii/S0896627314008046

Why it matters: Neuroscience study linking curiosity states to improved memory/learning mechanisms, supporting the ‘curiosity is the engine’ framing.

• Peer-reviewed study | Tags: curiosity, neuroscience, memory

1. [6] Mann, S., & Cadman, R. (2014). Does Being Bored Make Us More Creative? Creativity Research Journal, 26(2), 165-173. https://www.tandfonline.com/doi/abs/10.1080/10400419.2014.901073

Why it matters: Study on boredom’s relationship to creativity/motivation, supporting boredom as a developmental ingredient rather than a problem to eliminate.

• Peer-reviewed study | Tags: boredom, creativity, motivation

1. [7] Right Question Institute. (n.d.). What is the Question Formulation Technique (QFT)? https://rightquestion.org/what-is-the-qft/

Why it matters: Defines the Question Formulation Technique (QFT), a practical protocol for generating, improving, and prioritizing questions.

• Educational resource | Tags: question-asking, protocols, QFT

1. [8] Project Zero, Harvard Graduate School of Education. (n.d.). See, Think, Wonder. https://pz.harvard.edu/resources/see-think-wonder

Why it matters: Project Zero’s ‘See-Think-Wonder’ routine—a classroom-tested method for observation-first inquiry.

• Educational resource | Tags: inquiry, observation, See-Think-Wonder

1. [9] OpenAI Help Center. (n.d.). Does ChatGPT tell the truth? https://help.openai.com/en/articles/8313428-does-chatgpt-tell-the-truth

Why it matters: Official OpenAI help-page explaining that ChatGPT can be wrong and why, supporting the book’s ‘verify before you believe’ norm.

• Primary source / documentation | Tags: hallucinations, verification, ChatGPT

1. [10] Huang, L., et al. (2023). A Survey on Hallucination in Large Language Models. arXiv:2311.05232. https://arxiv.org/abs/2311.05232

Why it matters: Survey-style overview of hallucination in large language models—useful background for parents and educators.

• Preprint survey | Tags: hallucinations, LLMs, survey

1. [11] Gong, C., et al. (2024). Google effects on memory: a meta-analytical review. https://pmc.ncbi.nlm.nih.gov/articles/PMC10830778/

Why it matters: Systematic review/meta-analysis synthesizing evidence on ‘Google effects’ and memory, supporting the claim that offloading changes what we retain.

• Peer-reviewed review | Tags: cognitive offloading, memory, review

1. [12] Firth, J., et al. (2019). The “online brain”: how the Internet may be changing our cognition. World Psychiatry. https://pmc.ncbi.nlm.nih.gov/articles/PMC6502424/

Why it matters: Review on how internet use interacts with cognition and mental processes—context for attention, memory, and information habits.

• Peer-reviewed review | Tags: internet, cognition, attention

1. [13] University of California (UC Davis / UC). (2014). Curiosity helps learning and memory (news summary). https://www.universityofcalifornia.edu/news/curiosity-helps-learning-and-memory

Why it matters: Plain-language explainer on curiosity and memory benefits—easy to cite for general audiences.

• Expert explainer | Tags: curiosity, memory, plain-language

1. [14] Hsiung, A., et al. (2023). Curiosity evolves as information unfolds. PNAS, 120(42), e2301974120. https://www.pnas.org/doi/10.1073/pnas.2301974120

Why it matters: Research on how curiosity and information-seeking evolve, supporting the idea that kids can learn patience for discovery (not premature closure).

• Peer-reviewed study | Tags: curiosity, information-seeking, patience

1. [15] Scientific American (2024). No Spoilers, Please! Why Curiosity Makes Us Patient. https://www.scientificamerican.com/article/no-spoilers-please-why-curiosity-makes-us-patient/

Why it matters: Popular science article translating curiosity research into an accessible ‘no spoilers’ framing.

• Popular science | Tags: curiosity, patience, popular science

1. [16] Engel, S. (2021). Why Do Kids Ask Fewer Questions When They Start School? TIME. https://time.com/5941608/schools-questions-fostering-curiousity/

Why it matters: Susan Engel’s essay on why question-asking declines in school and how to revive it—supports Wonder Walls and inquiry culture.

• Popular science | Tags: curiosity, school culture, questions

1. [17] Burkus, D. (2014). The Creative Benefits of Boredom. Harvard Business Review. https://hbr.org/2014/09/the-creative-benefits-of-boredom

Why it matters: HBR article on the creative benefits of boredom—accessible support for parents.

• Expert explainer | Tags: boredom, creativity, parenting

1. [18] TIME (2019). Being Bored Can Be Good for You - If You Do It Right. https://time.com/5480002/benefits-of-boredom/

Why it matters: Time magazine explainer on boredom’s benefits—another parent-friendly reference.

• Popular science | Tags: boredom, well-being, parenting

1. [19] Brown, P. (2023). Exploring Before Explaining Sparks Learning. Edutopia. https://www.edutopia.org/article/explore-before-explain-elementary-science/

Why it matters: Educator-focused article advocating ‘explore before explain,’ matching the chapter’s observation → questions → tools sequence.

• Expert explainer | Tags: explore before explain, teaching, inquiry

1. [20] NSTA (2019). Explore Before Explain (resource PDF). https://static.nsta.org/pdfs/201910BookBeatLearningAboutEcosystems.pdf

Why it matters: NSTA resource on explore-before-explain pedagogy, useful for teachers who want a concrete reference.

• Professional resource | Tags: science teaching, exploration, pedagogy

1. [21] OpenAI (2025). Why language models hallucinate. https://openai.com/index/why-language-models-hallucinate/

Why it matters: OpenAI’s explainer on why language models hallucinate, helpful for teaching kids how to check, cite, and calibrate confidence.

• Primary source / explainer | Tags: hallucinations, verification, AI literacy

Chapter 7: Craft: Doing Hard Things Without Shortcuts

1. 1. American Psychological Association. “Self-efficacy: The theory at the heart of human agency.” (overview of Bandura’s theory; highlights mastery experiences as key source). https://www.apa.org/research-practice/conduct-research/self-efficacy-human-agency

Why it matters: Brief overview of Bandura’s self-efficacy theory, highlighting mastery experiences as the backbone of durable confidence.

• Expert explainer | Tags: self-efficacy, mastery, confidence

1. 2. Mueller, C. M., & Dweck, C. S. (1998). “Praise for intelligence can undermine children’s motivation and performance.” Journal of Personality and Social Psychology. https://pubmed.ncbi.nlm.nih.gov/9686450/

Why it matters: Classic experimental study showing that praising intelligence can reduce resilience after setbacks, while process/effort praise supports persistence.

• Peer-reviewed study | Tags: praise, mindset, resilience

1. 3. Dweck, C. S. “The Perils and Promises of Praise.” (Process/effort praise vs. intelligence praise.) https://teaching.temple.edu/sites/teaching/files/resource/pdf/Dweck-Perils%20%26%20Promises%20of%20Praise.pdf

Why it matters: Accessible piece explaining how praise shapes motivation and mindset—useful for parent-facing language.

• Expert explainer | Tags: praise, motivation, parenting

1. 4. Bjork, E. L., & Bjork, R. A. (2011). “Making Things Hard on Yourself, But in a Good Way: Creating Desirable Difficulties to Enhance Learning.” https://bjorklab.psych.ucla.edu/wp-content/uploads/sites/13/2016/04/EBjork_RBjork_2011.pdf

Why it matters: Introduces ‘desirable difficulties’: learning that feels harder can stick better and transfer more, supporting the chapter’s ‘don’t skip the reps’ stance.

• Scholarly chapter/article | Tags: desirable difficulties, learning, practice

1. 5. Kapur, M. (2008). “Productive Failure.” Cognition and Instruction, 26(3). https://arch.kuleuven.be/studeren/tall/artikels/productive-failure-kapur.pdf/@@download/file/Productive%20Failure%20Kapur.pdf

Why it matters: Foundational ‘productive failure’ research showing that struggling first (with good scaffolding) can strengthen later learning.

• Peer-reviewed study | Tags: productive failure, struggle, learning

1. 6. National Council of Teachers of Mathematics (NCTM). Principles to Actions: Ensuring Mathematical Success for All (2014). (Defines ‘productive struggle’ and recommends supporting it.) https://www.nctm.org/uploadedFiles/Standards_and_Positions/Principles_to_Actions/Principles%20to%20Actions%20overview.pdf

Why it matters: Professional guidance emphasizing problem solving, reasoning, and conceptual understanding—support for designing math learning that includes struggle.

• Professional guideline | Tags: math education, problem solving, standards

1. 7. Ericsson, K. A., Krampe, R. T., & Tesch-Römer, C. (1993). “The role of deliberate practice in the acquisition of expert performance.” Psychological Review, 100(3), 363–406. https://doi.org/10.1037/0033-295X.100.3.363

Why it matters: Classic research on deliberate practice and expert performance, supporting the chapter’s craft loop of repetition + feedback.

• Peer-reviewed study | Tags: deliberate practice, expertise, feedback

1. 8. Fields, R. D. (2015). “A new mechanism of nervous system plasticity: activity-dependent myelination.” Nature Reviews Neuroscience. https://pubmed.ncbi.nlm.nih.gov/26585800/

Why it matters: Review-style article on nervous system plasticity, supporting the ‘practice changes your brain’ explanation (myelin/skill).

• Peer-reviewed review | Tags: brain plasticity, myelin, practice

1. 9. Sampaio-Baptista, C., & Johansen-Berg, H. (2017). “White Matter Plasticity in the Adult Brain.” Neuron. https://pmc.ncbi.nlm.nih.gov/articles/PMC5766826/

Why it matters: Review on white matter plasticity and learning—more evidence that skills grow through repeated effort.

• Peer-reviewed review | Tags: white matter, learning, brain plasticity

1. 10. Kosmyna, N. et al. (2025). “Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task.” arXiv preprint. https://arxiv.org/abs/2506.08872

Why it matters: Preprint examining neural/behavioral effects of writing with ChatGPT, useful as a caution about outsourcing the first draft.

• Preprint | Tags: AI writing, first draft, offloading

1. 11. Lo, C. K. (2024). “The influence of ChatGPT on student engagement.” Computers & Education. https://www.sciencedirect.com/science/article/pii/S0360131524001143

Why it matters: Empirical study on ChatGPT’s impact on student engagement/learning—useful for nuanced claims that effects depend on how AI is used.

• Peer-reviewed study | Tags: ChatGPT, student engagement, learning

1. 12. Wang, J. et al. (2025). “The effect of ChatGPT on students' learning performance, learning perception, and higher-order thinking.” Humanities and Social Sciences Communications. https://www.nature.com/articles/s41599-025-04787-y

Why it matters: Recent study on ChatGPT and student outcomes—supports the chapter’s argument to protect learning ownership, not just polished output.

• Peer-reviewed study | Tags: ChatGPT, learning outcomes, education

1. 13. UNESCO (2023, updated 2025). Guidance for generative AI in education and research. https://cdn.table.media/assets/wp-content/uploads/2023/09/386693eng.pdf

Why it matters: Global guidance on generative AI in education, supporting the chapter’s policy-aware framing.

• Policy guidance | Tags: AI in education, policy, guidance

1. 14. OECD (2023). Generative AI in the classroom: From hype to reality? https://one.oecd.org/document/EDU/EDPC%282023%2911/en/pdf

Why it matters: OECD briefing translating AI-in-classroom debates into practical questions about hype vs learning reality.

• Policy brief/report | Tags: AI in classroom, education policy, implementation

Chapter 8: Agency (Ownership, Responsibility, Self-Leadership)

1. [1] Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68–78. https://selfdeterminationtheory.org/SDT/documents/2000_RyanDeci_SDT.pdf

Why it matters: Foundational Self-Determination Theory: explains how autonomy, competence, and relatedness support motivation and well-being—core to ‘agency.’

• Peer-reviewed foundational review | Tags: agency, motivation, self-determination theory

1. [2] Neubauer, A. B., et al. (2021). Daily autonomy-supportive parenting, child well-being, and parental need fulfillment. Child Development. (Open access copy). https://pmc.ncbi.nlm.nih.gov/articles/PMC8013550/

Why it matters: Daily-life study connecting autonomy-supportive environments with better functioning/well-being, supporting ‘choice-with-structure’ parenting.

• Peer-reviewed study | Tags: autonomy support, parenting, well-being

1. [3] Soenens, B., & Vansteenkiste, M. (2010). A theoretical upgrade of the concept of parental psychological control: Proposing new insights on the basis of self-determination theory. Developmental Review, 30(1), 74–99. https://doi.org/10.1016/j.dr.2009.11.001

Why it matters: Review framing parenting through SDT, distinguishing autonomy-support from control—useful language for agency without permissiveness.

• Peer-reviewed review | Tags: autonomy support, psychological control, parenting

1. [4] Vigdal, J. S., & Brønnick, K. (2022). A systematic review of “helicopter parenting” and its relationship with anxiety and depression. Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2022.872981

Why it matters: Systematic review synthesizing evidence on autonomy-supportive parenting and youth outcomes—supports using structure + choice rather than coercion.

• Peer-reviewed systematic review | Tags: autonomy support, systematic review, youth outcomes

1. [5] Bruysters, N. Y. F., et al. (2023). Overprotective parenting experiences and early maladaptive schemas in adolescence and adulthood: A systematic review and meta-analysis. Clinical Psychology & Psychotherapy. https://pmc.ncbi.nlm.nih.gov/articles/PMC10088016/

Why it matters: Systematic review/meta-analysis on overprotective parenting and youth outcomes, supporting the chapter’s caution against rescuing.

• Peer-reviewed meta-analysis | Tags: overprotection, anxiety, parenting

1. [6] Seery, M. D., Holman, E. A., & Silver, R. C. (2010). Whatever does not kill us: Cumulative lifetime adversity, vulnerability, and resilience. Journal of Personality and Social Psychology, 99(6), 1025–1041. https://doi.org/10.1037/a0021344

Why it matters: Research on ‘steeling’ effects suggesting manageable adversity can build resilience—useful nuance for giving kids real challenges.

• Peer-reviewed study | Tags: resilience, adversity, growth

1. [7] Risko, E. F., & Gilbert, S. J. (2016). Cognitive offloading. Trends in Cognitive Sciences, 20(9), 676–688. https://pubmed.ncbi.nlm.nih.gov/27542527/

Why it matters: Review introducing cognitive offloading—why outsourcing mental work changes what skills get practiced.

• Peer-reviewed review | Tags: cognitive offloading, tools, skill

1. [8] Sparrow, B., Liu, J., & Wegner, D. M. (2011). Google effects on memory: Cognitive consequences of having information at our fingertips. Science, 333(6043), 776–778. https://doi.org/10.1126/science.1207745

Why it matters: Google effect study on memory and offloading—relevant to AI tools and ‘let the machine do it’ temptations.

• Peer-reviewed study | Tags: memory, offloading, technology

1. [9] Dahmani, L., & Bohbot, V. D. (2020). Habitual use of GPS negatively impacts spatial memory during self-guided navigation. Scientific Reports, 10, 6310. https://doi.org/10.1038/s41598-020-62877-0

Why it matters: Study linking habitual GPS navigation to spatial memory/strategy changes—clear example of offloading shrinking an internal skill.

• Peer-reviewed study | Tags: GPS, navigation, offloading

1. [10] Pew Research Center. (2025, January 15). About a quarter of U.S. teens have used ChatGPT for schoolwork (double the share in 2023). https://www.pewresearch.org/short-reads/2025/01/15/about-a-quarter-of-us-teens-have-used-chatgpt-for-schoolwork-double-the-share-in-2023/

Why it matters: Pew data on teen ChatGPT use for schoolwork—showing how quickly these tools are entering everyday life.

• Survey report | Tags: ChatGPT, teens, schoolwork

1. [11] White, E. M., DeBoer, M. D., & colleagues. (2019). Associations between household chores and childhood self-competency. Journal of Developmental & Behavioral Pediatrics, 40(3), 176–182. https://pubmed.ncbi.nlm.nih.gov/30507727/

Why it matters: Study linking household responsibilities/chores to child outcomes—support for building agency through real contribution.

• Peer-reviewed study | Tags: chores, responsibility, agency

1. [12] Paley, B., & Hajal, N. J. (2022). Conceptualizing emotion regulation and coregulation as family-level phenomena. Clinical Child and Family Psychology Review, 25, 19–43. https://doi.org/10.1007/s10567-022-00378-4

Why it matters: Review on emotion regulation and co-regulation as family-level patterns—supports agency built inside relationship, not in isolation.

• Peer-reviewed review | Tags: co-regulation, family systems, emotion regulation

1. [13] Mueller, C. M., & Dweck, C. S. (1998). Praise for intelligence can undermine children’s motivation and performance. Journal of Personality and Social Psychology, 75(1), 33–52. https://pubmed.ncbi.nlm.nih.gov/9686450/

Why it matters: Praise study showing process feedback supports persistence—useful for supporting agency without performance pressure.

• Peer-reviewed study | Tags: process praise, resilience, motivation

1. [14] UNESCO. (2023). Guidance for generative AI in education and research. https://cdn.table.media/assets/wp-content/uploads/2023/09/386693eng.pdf

Why it matters: UNESCO guidance on generative AI in education—policy context for how schools should support student agency and safety.

• Policy guidance | Tags: AI in education, policy, guidance

Chapter 9: Real-World Competence: Skills That Can't Be Autocompleted

1. American Academy of Child & Adolescent Psychiatry. (2018). Chores and Children (Facts for Families No.125). https://www.aacap.org/AACAP/Families_and_Youth/Facts_for_Families/FFF-Guide/Chores_and_Children-125.aspx

Why it matters: AACAP guidance on chores, linking age-appropriate responsibilities to competence, self-esteem, and family contribution.

• Professional guidance | Tags: chores, responsibility, competence

1. American Academy of Pediatrics. (2024). Age-Appropriate Chores for Children. HealthyChildren.org. https://www.healthychildren.org/English/family-life/family-dynamics/communication-discipline/Pages/Chores-and-Responsibility.aspx

Why it matters: AAP guidance on age-appropriate chores and responsibility, with practical examples families can use.

• Professional guidance | Tags: chores, parenting, practical guidance

1. Artino, A. R., Jr. (2012). Academic self-efficacy: from educational theory to instructional practice. Perspectives on Medical Education, 1, 76–85. https://pmc.ncbi.nlm.nih.gov/articles/PMC3540350/

Why it matters: Review clarifying academic self-efficacy and its links to motivation, performance, and persistence—supports competence as a protective factor.

• Scholarly review | Tags: self-efficacy, learning, motivation

1. Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191–215. PDF: https://educational-innovation.sydney.edu.au/news/pdfs/Bandura%201977.pdf

Why it matters: Foundational self-efficacy theory paper explaining how mastery experiences build belief in capability and better coping.

• Foundational paper | Tags: self-efficacy, mastery, persistence

1. Barshay, J. (2024, September 2). Kids who use ChatGPT as a study assistant do worse on tests. The Hechinger Report. https://hechingerreport.org/kids-chatgpt-worse-on-tests/

Why it matters: Education reporting on evidence that relying on ChatGPT can boost short-term performance yet reduce later learning when access is removed—useful caution about dependency.

• Journalism / reporting | Tags: ChatGPT, learning outcomes, dependency

1. Bastani, H., Bastani, O., Sungu, A., Ge, H., Kabakcı, Ö., & Mariman, R. (2024). Generative AI Can Harm Learning (Working paper). SSRN. https://ssrn.com/abstract=4895486

Why it matters: Working paper on AI/ChatGPT-like tools in learning contexts, useful for nuanced claims about when AI helps vs when it replaces learning.

• Working paper | Tags: AI tutoring, education research, working paper

1. Kadir, N. B. A., et al. (2021). The 5Cs of Positive Youth Development, purpose in life, hope, and well-being among emerging adults in Malaysia. Frontiers in Psychology, 12, 641870. https://pmc.ncbi.nlm.nih.gov/articles/PMC8319496/

Why it matters: Positive Youth Development study (5Cs framework) that treats competence as a core ingredient of thriving.

• Peer-reviewed study | Tags: positive youth development, competence, thriving

1. Lozada, M., & Carro, N. (2016). Embodied action improves cognition in children: Evidence from a study based on Piagetian conservation tasks. Frontiers in Psychology, 7, 393. https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2016.00393/full

Why it matters: Study showing embodied action can improve cognition on certain tasks—support for hands-on learning and real-world doing.

• Peer-reviewed study | Tags: embodied learning, cognition, hands-on

1. Macedonia, M. (2019). Embodied learning: Why at school the mind needs the body. Frontiers in Psychology, 10, 2098. https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2019.02098/full

Why it matters: Review arguing for embodied learning: why involving the body in learning improves understanding and memory.

• Peer-reviewed review | Tags: embodied learning, school, memory

1. Mueller, C. M., & Dweck, C. S. (1998). Praise for intelligence can undermine children’s motivation and performance. Journal of Personality and Social Psychology, 75(1), 33–52. PDF: https://www.columbia.edu/cu/psychology/courses/3615/Readings/Mueller_Dweck.pdf

Why it matters: Praise and mindset study supporting process/strategy praise when kids build real skills.

• Peer-reviewed study | Tags: process praise, resilience, skills

1. Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68–78. https://selfdeterminationtheory.org/SDT/documents/2000_RyanDeci_SDT.pdf

Why it matters: SDT framework emphasizing competence as a basic psychological need—supports why competence-building feels stabilizing.

• Peer-reviewed foundational review | Tags: competence, motivation, SDT

1. Tepper, D. L., et al. (2022). Executive functions and household chores: Does engagement in chores predict children’s cognition? Australian Psychologist. https://pmc.ncbi.nlm.nih.gov/articles/PMC9796572/

Why it matters: Research linking executive functions with household responsibilities—supports chores as ‘brain training’ in real life.

• Peer-reviewed article/review | Tags: executive function, chores, development

1. White, E. M., DeBoer, M. D., & Scharf, R. J. (2019). Associations between household chores and childhood self-competency. Journal of Developmental & Behavioral Pediatrics, 40(3), 176–182. Abstract on PubMed: https://pubmed.ncbi.nlm.nih.gov/30507727/

Why it matters: Study connecting chores/household responsibility with outcomes in children/adolescents, supporting competence through contribution.

• Peer-reviewed study | Tags: chores, health, development

1. North American Association for Environmental Education. (n.d.). Positive Youth Development (Lerner Five Cs model overview). https://evaluation.naaee.org/outcomes/positive-youth-development

Why it matters: Resource summarizing outcomes of environmental education and youth development—support for real-world competence projects.

• Educational resource | Tags: environmental education, youth development, competence

1. Mineo, L. (2017, April 11). Good genes are nice, but joy is better. Harvard Gazette (Harvard Study of Adult Development). https://news.harvard.edu/gazette/story/2017/04/over-nearly-80-years-harvard-study-has-been-showing-how-to-live-a-healthy-and-happy-life/

Why it matters: Harvard Gazette interview on adult development showing relationships as central to well-being—context for competence tied to community and contribution.

• Expert explainer/interview | Tags: relationships, well-being, longitudinal research

Chapter 10: Relationships Over Rankings: Escaping the Comparison Machine

1. [1] Pew Research Center. (2023, Dec 11). Teens, Social Media and Technology 2023. https://www.pewresearch.org/internet/2023/12/11/teens-social-media-and-technology-2023/

Why it matters: Large survey snapshot of how teens use social media and technology—useful baseline context for comparison pressure.

• Survey report | Tags: social media, teens, usage

1. [2] Sherman, L. E., Payton, A. A., Hernandez, L. M., Greenfield, P. M., & Dapretto, M. (2016). The Power of the Like in Adolescence: Effects of Peer Influence on Neural and Behavioral Responses to Social Media. Psychological Science, 27(7), 1027-1035. https://doi.org/10.1177/0956797616645673

Why it matters: Experimental work showing peer influence (‘likes’) shapes teen preferences and neural responses, supporting the chapter’s claim that belonging becomes quantifiable.

• Peer-reviewed study | Tags: peer influence, likes, adolescence

1. [3] Nesi, J., & Prinstein, M. J. (2015). Using Social Media for Social Comparison and Feedback-Seeking: Gender and Popularity Moderate Associations With Depressive Symptoms. Journal of Abnormal Child Psychology, 43, 1427-1438. https://pmc.ncbi.nlm.nih.gov/articles/PMC5985443/

Why it matters: Study linking social media use (especially feedback seeking/comparison) to depressive symptoms, supporting the mental-health risk framing.

• Peer-reviewed study | Tags: social comparison, mental health, feedback seeking

1. [4] McComb, C. A., & Mills, J. S. (2023). A Meta-Analysis of the Effects of Social Media Exposure to Upward Comparison Targets on Self-Evaluations and Emotions. Communication Research, 50(8), 1158-1185. https://doi.org/10.1080/15213269.2023.2180647

Why it matters: Meta-analysis quantifying how social media affects self-evaluations and emotions—useful for evidence-based language about comparison.

• Peer-reviewed meta-analysis | Tags: social media, self-evaluation, meta-analysis

1. [5] Ozimek, P., Baer, F., & Förster, J. (2023). How photo editing in social media shapes self-perceived attractiveness and self-esteem via self-objectification and physical appearance comparisons. Current Psychology, 42, 18947-18961. https://doi.org/10.1186/s40359-023-01143-0

Why it matters: Study on photo editing and appearance comparison/self-objectification, supporting concerns about curated perfection.

• Peer-reviewed study | Tags: photo editing, body image, comparison

1. [6] Rajanala, S., Maymone, M. B. C., & Vashi, N. A. (2018). Selfies - Living in the Era of Filtered Photographs. JAMA Facial Plastic Surgery, 20(6), 443-444. https://doi.org/10.1001/jamafacial.2018.0486

Why it matters: Clinical commentary on selfie-related body-image concerns, useful as an accessible hook for ‘filters change self-perception.’

• Peer-reviewed commentary | Tags: filters, body image, clinical commentary

1. [7] Ganson, K. T., et al. (2024). Use of photo filters is associated with muscle dysmorphia symptomatology. Body Image, 48, 94-101. https://doi.org/10.1016/j.bodyim.2024.02.002

Why it matters: Study linking photo-filter use with body-image outcomes, supporting caution about appearance editing.

• Peer-reviewed study | Tags: photo filters, body image, adolescence

1. [8] Gao, Y., et al. (2025). Does Social Bot Help Socialize? Evidence from a Social Media Experiment. Information Systems Research. https://doi.org/10.1287/isre.2024.1089

Why it matters: Study on social bots and socialization, supporting the chapter’s point that synthetic popularity can distort status signals.

• Peer-reviewed study | Tags: social bots, status, AI

1. [9] Haimson, O. L., Doss, C. J., & Reich, J. (2025). Artificially Intelligent Bullies: Dealing with Deepfakes in K-12 Schools. RAND. https://www.rand.org/pubs/research_reports/RRA3930-5.html

Why it matters: RAND report on AI and youth (title truncated in source), useful policy context for AI accelerants in social life.

• Research report | Tags: AI, youth, policy

1. [10] Thorn. (2025, Mar). Deepfake Nudes and Young People. https://info.thorn.org/hubfs/Research/Thorn_DeepfakeNudes%26YoungPeople_Mar2025.pdf

Why it matters: Research report documenting deepfake nude harms among young people—key evidence for the chapter’s safety and dignity section.

• Research report | Tags: deepfakes, sexual harassment, safety

1. [11] Raniti, M., et al. (2022). The role of school connectedness in the prevention of youth depression and anxiety: A systematic review with narrative synthesis. Adolescent Research Review, 7, 179-201. https://pubmed.ncbi.nlm.nih.gov/36424575/

Why it matters: Narrative review showing school connectedness is a strong buffer for adolescent mental health, supporting the ‘belonging beats ranking’ thesis.

• Peer-reviewed review | Tags: school connectedness, mental health, belonging

1. [12] Shinde, S., et al. (2018). Promoting school climate and health outcomes with the SEHER multi-component secondary school health promotion intervention in Bihar, India: A cluster-randomised trial. The Lancet, 392(10163), 2465-2477. https://doi.org/10.1016/S0140-6736(18)31615-5

Why it matters: Cluster-randomized trial showing school climate/mental health interventions can improve outcomes—evidence that belonging can be engineered.

• Peer-reviewed study | Tags: school climate, trial, well-being

1. [13] Lodi, E., Perrella, R., Lepri, A., & Scarpa, F. (2021). Use of Restorative Justice and Restorative Practices at School: A Systematic Review. International Journal of Environmental Research and Public Health, 18(1), 96. https://pmc.ncbi.nlm.nih.gov/articles/PMC8751228/

Why it matters: Systematic review on school climate/connectedness interventions, supporting practical school questions about culture.

• Peer-reviewed review | Tags: school culture, systematic review, interventions

1. [14] Economic and Social Research Institute (ESRI). (2023, Nov 14). Volunteering benefits young adults' wellbeing and confidence as adults. https://www.esri.ie/news/volunteering-benefits-young-adults-wellbeing-and-confidence-as-adults

Why it matters: Research summary on volunteering’s benefits for young adults’ wellbeing and confidence—support for contribution as an antidote to comparison.

• Research report / explainer | Tags: volunteering, contribution, well-being

1. [15] Li, X., et al. (2024). Family rituals and the quality of adolescents' friendships: The serial mediating role of perceived parental support and the meaning in life. Current Psychology. https://doi.org/10.1007/s12144-024-06902-9

Why it matters: Study linking family rituals to quality of life/meaning, supporting routines that ground identity.

• Peer-reviewed study | Tags: family rituals, meaning, belonging

1. [16] Victoria-Montesinos, D., et al. (2023). Are family meals and social eating behaviour associated with depression, anxiety and stress in adolescents? Clinical Nutrition, 42(7), 1590-1598. https://pubmed.ncbi.nlm.nih.gov/36857959/

Why it matters: Study connecting family meals with adolescent health/mental-health outcomes, supporting non-negotiables like meals together.

• Peer-reviewed study | Tags: family meals, routines, health

1. [17] Internet Watch Foundation (IWF). (2024). How AI is being abused to create child sexual abuse imagery (research updates). https://www.iwf.org.uk/about-us/why-we-exist/our-research/how-ai-is-being-abused-to-create-child-sexual-abuse-imagery/

Why it matters: Report documenting AI-enabled abuse to create child sexual abuse imagery, supporting the chapter’s warning about new harms.

• Research report | Tags: AI abuse, child safety, CSAM

1. [18] European Parliamentary Research Service. (2025). Children and deepfakes (briefing). https://www.europarl.europa.eu/RegData/etudes/BRIE/2025/775855/EPRS_BRI%282025%29775855_EN.pdf

Why it matters: Policy briefing on children and deepfakes—useful for mitigation strategies and legal framing.

• Policy briefing | Tags: deepfakes, policy, children

1. [19] Bonfanti, R. C., et al. (2025). Online social comparison and body image concerns: A systematic review and meta-analysis (2008–2024). Body Image. https://www.sciencedirect.com/science/article/pii/S1740144524001633

Why it matters: Meta-analysis linking online social comparison to body-image outcomes—strong evidence for the comparison mechanism.

• Peer-reviewed meta-analysis | Tags: online comparison, body image, meta-analysis

Chapter 11: Building a Family AI Policy

1. 1. Weinstein, N., & Przybylski, A. K. (2019). The impacts of motivational framing of technology restrictions on adolescent concealment: Evidence from a preregistered experimental study. Computers in Human Behavior, 90, 170–180. https://doi.org/10.1016/j.chb.2018.08.053

Why it matters: Study on how restrictive media rules interact with motivation and well-being, supporting the chapter’s point that control can backfire without autonomy.

• Peer-reviewed study | Tags: reactance, media rules, parenting

1. 2. Li, Q., Liu, Z., et al. (2025). Parental psychological control and adolescent smartphone addiction: roles of reactance and resilience. BMC Psychology, 13, 139. https://doi.org/10.1186/s40359-025-02477-7

Why it matters: Study linking parental psychological control to problematic smartphone use, with reactance as a mediator—evidence for autonomy-supportive boundaries.

• Peer-reviewed study | Tags: psychological control, reactance, smartphones

1. 3. Bastani, H., Bastani, O., Sungu, A., Ge, H., Kabakcı, Ö., & Mariman, R. (2024). Generative AI Can Harm Learning. The Wharton School Research Paper (SSRN). https://doi.org/10.2139/ssrn.4895486

Why it matters: Working paper on AI/ChatGPT-like tools in education showing that scaffolds can improve short-term performance yet reduce learning when removed—supports ‘design matters.’

• Working paper | Tags: AI in education, scaffolding, dependency

1. 4. Wang, J., & Fan, W. (2025). The effect of ChatGPT on students’ learning performance, learning perception, and higher-order thinking: insights from a meta-analysis. Humanities and Social Sciences Communications, 12, Article 621. https://doi.org/10.1057/s41599-025-04787-y

Why it matters: Empirical study on ChatGPT and student outcomes, supporting nuanced guidance about when AI helps vs replaces learning.

• Peer-reviewed study | Tags: ChatGPT, learning outcomes, schools

1. 5. Brushe, M. E., Haag, D. G., Melhuish, E. C., Reilly, S., & Gregory, T. (2024). Screen Time and Parent-Child Talk When Children Are Aged 12 to 36 Months. JAMA Pediatrics, 178(4), 369–375. https://doi.org/10.1001/jamapediatrics.2023.6790

Why it matters: Research linking parent device use during child interactions to child outcomes, supporting the chapter’s ‘model the behavior’ principle.

• Peer-reviewed study | Tags: modeling, parent-child interaction, devices

1. 6. Radesky, J. S., Kaciroti, N., Weeks, H. M., Schaller, A., & Miller, A. L. (2022). Longitudinal Associations Between Use of Mobile Devices for Calming and Emotional Reactivity and Executive Functioning in Children Aged 3 to 5 Years. JAMA Pediatrics. Published online Dec 12, 2022. https://doi.org/10.1001/jamapediatrics.2022.4793

Why it matters: Study on device distraction and parent-child interaction quality, supporting keeping meals/bedtime human.

• Peer-reviewed study | Tags: technoference, relationships, attention

1. 7. Nagata, J. M., Paul, A., Yen, F., et al. (2025). Associations between media parenting practices and early adolescent screen use. Pediatric Research, 97, 403–410. Published online Jun 5, 2024. https://doi.org/10.1038/s41390-024-03243-y

Why it matters: Study associating screen time/problematic use with youth health or well-being indicators, supporting non-negotiables around sleep and routines.

• Peer-reviewed study | Tags: screen time, sleep, well-being

1. 8. OpenAI. (2025, September 5). Why language models hallucinate. https://openai.com/index/why-language-models-hallucinate/

Why it matters: Primary source explaining why language models hallucinate—basis for teaching verification habits.

• Primary source / explainer | Tags: hallucinations, verification, AI literacy

1. 9. Common Sense Media. (2025). Talk, Trust and Trade-Offs: How and Why Teens Use AI Companions. https://www.commonsensemedia.org/sites/default/files/research/report/talk-trust-and-trade-offs_2025_web.pdf

Why it matters: Report on how families and teens navigate AI trade-offs, supporting conversation-based family policy.

• Research report | Tags: family AI policy, teens, trust

1. 10. Stanford Report. (2025, August 27). Why AI companions and young people can make for a dangerous mix. https://news.stanford.edu/stories/2025/08/ai-companions-chatbots-teens-young-people-risks-dangers-study

Why it matters: Reporting summarizing evidence and concerns about AI companions for youth, supporting the chapter’s caution about synthetic intimacy.

• Expert explainer/news | Tags: AI companions, kids, risk

1. 11. Cohen, I. G., & De Freitas, J. (2025). Mitigating Suicide Risk for Minors Involving AI Chatbots—A First in the Nation Law. JAMA. Published online Dec 22, 2025. https://doi.org/10.1001/jama.2025.23744

Why it matters: Scholarly piece on suicide risk and AI companion systems—supporting clear guardrails and escalation protocols.

• Peer-reviewed commentary | Tags: suicide risk, AI companions, safety

1. 12. American Academy of Pediatrics. (2024, December 19). Make a Family Media Plan. HealthyChildren.org. https://www.healthychildren.org/English/family-life/Media/Pages/How-to-Make-a-Family-Media-Use-Plan.aspx

Why it matters: AAP’s family media plan guidance—a practical template aligned with a Family AI Charter.

• Professional guidance | Tags: family media plan, boundaries, routines

1. 13. Congressional Research Service. (2025, May 20). The TAKE IT DOWN Act: A Federal Law Prohibiting the Nonconsensual Publication of Intimate Images (including digital forgeries). https://www.congress.gov/crs-product/LSB11314

Why it matters: Congressional Research Service briefing on TAKE IT DOWN Act and nonconsensual intimate images/digital forgeries—legal context for deepfakes.

• Policy brief (government) | Tags: deepfakes, law, privacy

1. 14. Negreiro, M. (2025, July). Children and deepfakes (EPRS Briefing PE 775.855). European Parliamentary Research Service. https://www.europarl.europa.eu/RegData/etudes/BRIE/2025/775855/EPRS_BRI%282025%29775855_EN.pdf

Why it matters: EPRS policy briefing on children and deepfakes—mitigation and regulatory framing.

• Policy brief (government/legislative) | Tags: deepfakes, policy, children

1. 15. Student Privacy Compass. (2025). Deepfakes Toolkit. https://studentprivacycompass.org/wp-content/uploads/2025/09/FINAL-Deepfakes-Toolkit.pdf

Why it matters: Practical toolkit with steps for schools and families to respond to deepfakes—useful actionable appendix material.

• Practitioner toolkit | Tags: deepfakes, toolkit, schools

1. 16. Nannatt, A., Tariang, N. M., & Kuruvila, A. (2025). Parenting in the digital age: Adolescent perspectives on Internet parenting styles and problematic Internet use. Annals of Indian Psychiatry. Published Aug 7, 2025. https://researchonline.jcu.edu.au/86643/1/parenting_in_the_digital_age__adolescent.100.pdf

Why it matters: Study on parenting in the digital age and problematic internet use—supports clear routines and consistent expectations.

• Peer-reviewed study | Tags: problematic internet use, parenting, routines

1. 17. UNESCO. (2023; last updated April 14, 2025). Guidance for generative AI in education and research. https://www.unesco.org/en/articles/guidance-generative-ai-education-and-research (PDF: https://cdn.table.media/assets/wp-content/uploads/2023/09/386693eng.pdf)

Why it matters: UNESCO guidance (updated) on generative AI in education—macro context for school policy and equity.

• Policy guidance | Tags: AI in education, policy, equity

1. 18. Federal Trade Commission. (2025, September 11). FTC launches inquiry into AI chatbots acting as companions (press release). https://www.ftc.gov/news-events/news/press-releases/2025/09/ftc-launches-inquiry-ai-chatbots-acting-companions

Why it matters: FTC announcement of an inquiry into child-directed AI companion chatbots—evidence that regulators are paying attention.

• Government press release | Tags: FTC, AI chatbots, children

1. 19. Federal Trade Commission. (2025, January 16). FTC finalizes changes to children's privacy rule (COPPA) (press release). https://www.ftc.gov/news-events/news/press-releases/2025/01/ftc-finalizes-changes-childrens-privacy-rule-limiting-companies-ability-monetize-kids-data (see also Federal Register COPPA rule amendments: https://www.federalregister.gov/documents/2025/04/22/2025-05904/childrens-online-privacy-protection-rule)

Why it matters: FTC COPPA rule updates strengthening children’s privacy protections—supports privacy non-negotiables.

• Government rule/guidance | Tags: COPPA, privacy, kids data

1. 20. OECD. (2025, December 11). AI adoption in the education system. https://www.oecd.org/en/publications/ai-adoption-in-the-education-system_69bd0a4a-en.html

Why it matters: OECD report on AI adoption in education systems—context for how fast this is moving.

• Research report | Tags: AI adoption, education systems, OECD

1. 21. World Health Organization. (2019). Guidelines on physical activity, sedentary behaviour and sleep for children under 5 years of age. https://www.who.int/publications/i/item/9789241550536 (PDF: https://apps.who.int/iris/bitstream/handle/10665/325147/WHO-NMHPND-%202019.4-eng.pdf?sequence=1)

Why it matters: WHO guidelines on physical activity, sedentary behavior, and sleep—supports health-based boundaries (movement, bedtime).

• Health guideline | Tags: sleep, sedentary behavior, health

1. 22. Reuters. (2025, December 23). AI companions meet the law: New York and California draw the first lines. https://www.reuters.com/legal/litigation/ai-companions-meet-law-new-york-california-draw-first-lines--pracin-2025-12-23/

Why it matters: News report on early AI-companion regulation in U.S. states—shows legal lines are forming.

• News report | Tags: regulation, AI companions, policy

1. 23. Associated Press. (2025, October 2025). Meta adds parental controls for AI-teen interactions. https://apnews.com/article/306b9c49ef69f6894044b2d82c6172fe

Why it matters: News on platform-level parental controls and teen protections—evidence that norms and products are adapting.

• News report | Tags: parental controls, platforms, teens

Chapter 12: What to Ask Your Child’s School

1. [1] UNESCO. (2023, updated 2025). Guidance for Generative AI in Education and Research. UNESCO. https://cdn.table.media/assets/wp-content/uploads/2023/09/386693eng.pdf

Why it matters: UNESCO’s global guidance on generative AI in education—useful for questions about policy, equity, and age-appropriate use.

• Policy guidance | Tags: school policy, AI in education, UNESCO

1. [2] U.S. Department of Education, Office of Educational Technology. (2023). Artificial Intelligence and the Future of Teaching and Learning: Insights and Recommendations. https://www.ed.gov/sites/ed/files/documents/ai-report/ai-report.pdf

Why it matters: U.S. Department of Education report on AI in education—context for what schools should be thinking about (training, safeguards, impact).

• Government report | Tags: AI in education, school planning, guidance

1. [3] Turnitin. (2024, April 9). Turnitin marks one year of AI writing detection. https://www.turnitin.com/blog/turnitin-celebrates-one-year-for-ai-writing-detection

Why it matters: Industry update on AI writing detection after one year, useful for realistic expectations (coverage, false positives, limits).

• Industry report | Tags: AI detection, false positives, assessment

1. [4] Durlak, J. A., et al. (2011). The impact of enhancing students’ social and emotional learning: A meta-analysis of school-based universal interventions. Child Development, 82(1), 405-432. https://pubmed.ncbi.nlm.nih.gov/21291449/

Why it matters: Landmark meta-analysis showing SEL programs improve social-emotional skills and academic outcomes—supports prioritizing culture and relationships.

• Peer-reviewed meta-analysis | Tags: SEL, school culture, outcomes

1. [5] Phan, M. L., et al. (2022). Mindfulness-based school interventions: A systematic review. https://pmc.ncbi.nlm.nih.gov/articles/PMC9524483/

Why it matters: Systematic review of mindfulness-based school interventions—evidence for practical regulation supports in schools.

• Peer-reviewed systematic review | Tags: mindfulness, schools, systematic review

1. [6] Kander, T. N., et al. (2024). Mindfulness-based interventions for preadolescent children: Systematic review and meta-analysis. https://www.sciencedirect.com/science/article/pii/S0022440523000894

Why it matters: Review/meta-analysis on mindfulness interventions and youth outcomes, adding additional evidence for regulation practices.

• Peer-reviewed review/meta-analysis | Tags: mindfulness, mental health, evidence

1. [7] Magro, S. W., et al. (2023). Meta-analytic associations between the Student-Teacher Relationship Scale and student outcomes. https://pmc.ncbi.nlm.nih.gov/articles/PMC11573335/

Why it matters: Meta-analysis linking teacher-student relationships to student outcomes—supports asking schools how they build trust, belonging, and engagement.

• Peer-reviewed meta-analysis | Tags: teacher-student relationships, meta-analysis, engagement

1. [8] Endedijk, H. M., et al. (2021). The Teacher’s Invisible Hand: A meta-analysis of the relevance of teacher-student relationships. Review of Educational Research. https://www.nro.nl/sites/nro/files/media-files/The%20Teacher%E2%80%99s%20Invisible%20Hand%20%28artikel%20in%20Review%20of%20Educational%20Research%29.pdf

Why it matters: Scholarly review on teachers’ subtle influences in classrooms—supports the claim that culture beats policy on an ordinary Tuesday.

• Scholarly review | Tags: classroom culture, teaching, relationships

1. [9] American Academy of Pediatrics. (2016). Media Use in School-Aged Children and Adolescents. Pediatrics, 138(5). https://publications.aap.org/pediatrics/article/138/5/e20162592/60321/Media-Use-in-School-Aged-Children-and-Adolescents

Why it matters: AAP policy statement on media use for school-aged children and adolescents—supports screen expectations and developmentally informed boundaries.

• Professional guideline | Tags: screen time, pediatrics, guidance

1. [10] American Academy of Pediatrics. (2023, October 18). Screen Time Affecting Sleep (Q&A). https://www.aap.org/en/patient-care/media-and-children/center-of-excellence-on-social-media-and-youth-mental-health/qa-portal/qa-portal-library/qa-portal-library-questions/screen-time-affecting-sleep/

Why it matters: AAP guidance connecting screen use and sleep—useful for questions about phones in bedrooms and device-free wind-down.

• Professional guidance | Tags: sleep, screens, pediatrics

1. [11] Centers for Disease Control and Prevention (NCHS). (2024). Daily Screen Time Among Teenagers Ages 12-17 (Data Brief). https://www.cdc.gov/nchs/products/databriefs/db513.htm

Why it matters: CDC data brief on youth screen-time prevalence—baseline context for attention and health conversations.

• Government data brief | Tags: screen time, prevalence, CDC

1. [12] Centers for Disease Control and Prevention. (2024). Frequent social media use and experiences with bullying victimization among high school students. MMWR. https://www.cdc.gov/mmwr/volumes/73/su/su7304a3.htm

Why it matters: CDC surveillance report on adolescent experiences/health indicators—used as broader context for school well-being and risk.

• Government surveillance report | Tags: adolescent health, surveillance, CDC

1. [13] Huang, F. L. (2023). The Impact of Restorative Practices on the Use of Out-of-School Suspensions: Evidence and considerations. https://pmc.ncbi.nlm.nih.gov/articles/PMC9972315/

Why it matters: Research review on restorative practices in schools, supporting questions about discipline, repair, and belonging.

• Peer-reviewed review | Tags: restorative practices, discipline, school climate

1. [14] Kasturiratna, K. T. A. S., et al. (2025). Umbrella review of meta-analyses on risk factors for cyberbullying. Nature Human Behaviour. https://www.nature.com/articles/s41562-024-02011-6

Why it matters: Umbrella review (Nature Human Behaviour) summarizing evidence across studies—useful for ‘what does the total literature say?’ type questions.

• Peer-reviewed umbrella review | Tags: umbrella review, evidence synthesis, youth outcomes

1. [15] Fandakova, Y., et al. (2020). States of curiosity and interest enhance memory differently in adolescence. https://pmc.ncbi.nlm.nih.gov/articles/PMC7618219/

Why it matters: Study on curiosity and information seeking in adolescence—supports curiosity as a trainable capacity.

• Peer-reviewed study | Tags: curiosity, adolescence, learning

1. [16] Bjork, E. L., & Bjork, R. A. (2011). Making things hard on yourself, but in a good way: Creating desirable difficulties to enhance learning. https://bjorklab.psych.ucla.edu/wp-content/uploads/sites/13/2016/04/EBjork_RBjork_2011.pdf

Why it matters: Bjork & Bjork’s ‘desirable difficulties’—supports rigorous learning design that includes struggle.

• Scholarly chapter/article | Tags: desirable difficulties, learning, practice

1. [17] Roediger, H. L., & Butler, A. C. (2011). The critical role of retrieval practice in long-term retention. Trends in Cognitive Sciences. https://pubmed.ncbi.nlm.nih.gov/20951630/

Why it matters: Review on retrieval practice and feedback—supports questions about assessment that actually builds learning.

• Peer-reviewed review | Tags: retrieval practice, feedback, learning

1. [18] Willingham, D. T. (2009). What Will Improve a Student’s Memory? (AFT). https://www.aft.org/sites/default/files/willingham_0.pdf

Why it matters: Evidence-based guide on what improves student learning and memory—useful for challenging busywork without being anti-academic.

• Educator report | Tags: learning science, memory, teaching

1. [19] Wang, Y., et al. (2024). A systematic review and meta-analysis of self-determination theory-based interventions in education. https://selfdeterminationtheory.org/wp-content/uploads/2024/06/2024_WangWangEtAl_MetaEdu.pdf

Why it matters: Systematic review/meta-analysis on autonomy-supportive teaching and student outcomes—supports agency-building classrooms.

• Peer-reviewed meta-analysis | Tags: autonomy support, motivation, education

1. [20] Bureau, J. S., et al. (2021). Pathways to student motivation: A meta-analysis of autonomy support and need satisfaction. https://pmc.ncbi.nlm.nih.gov/articles/PMC8935530/

Why it matters: Paper on pathways to motivation and need satisfaction—supports asking schools how they build agency, competence, and belonging.

• Peer-reviewed study/review | Tags: motivation, need satisfaction, SDT

1. [21] University of Pittsburgh Teaching Center. (2025, January 24). Generative AI: Encouraging Academic Integrity (note on AI detector reliability). https://teaching.pitt.edu/resources/encouraging-academic-integrity/

Why it matters: Teaching resource on encouraging academic integrity—useful for practical school conversations.

• Educational resource | Tags: academic integrity, teaching, policy

1. [22] Turnitin. (2023, March 16). Understanding false positives within our AI writing detection capabilities. https://www.turnitin.com/blog/understanding-false-positives-within-our-ai-writing-detection-capabilities

Why it matters: Guidance on false positives in AI detection—supports caution against punitive, unreliable detection.

• Industry guidance | Tags: AI detection, false positives, fairness

1. [23] Future of Privacy Forum. (2024). Vetting Generative AI Tools for Use in Schools: Legal and compliance considerations. https://fpf.org/wp-content/uploads/2024/10/Ed_AI_legal_compliance.pdf_FInal_OCT24.pdf

Why it matters: Future of Privacy Forum brief on vetting generative AI tools for education (legal/compliance/privacy)—supports privacy questions.

• Policy/technical brief | Tags: privacy, EdTech, AI vetting

1. [24] U.S. Federal Trade Commission. (n.d.). Children’s Online Privacy Protection Rule (COPPA). https://www.ftc.gov/legal-library/browse/rules/childrens-online-privacy-protection-rule-coppa

Why it matters: FTC resource on COPPA (children’s privacy protections)—baseline legal context for EdTech tools.

• Government resource | Tags: COPPA, privacy, kids data

1. [25] U.S. Federal Trade Commission. (2025, January 16). FTC finalizes changes to COPPA rule… (press release). https://www.ftc.gov/news-events/news/press-releases/2025/01/ftc-finalizes-changes-childrens-privacy-rule-limiting-companies-ability-monetize-kids-data

Why it matters: FTC announcement updating children’s privacy rule (COPPA)—current policy context for data minimization and monetization.

• Government press release/rule update | Tags: COPPA, policy update, privacy

1. [26] Wired. (2024). Students Are Likely Writing Millions of Papers With AI (Turnitin data + detection concerns). https://www.wired.com/story/student-papers-generative-ai-turnitin

Why it matters: Journalism on the scale of student AI use and detection—context for why schools need clear norms and transparency.

• Journalism | Tags: student AI use, journalism, context

1. [27] K-12 Dive. (2024, April 15). How much are students using AI in their writing? (Turnitin data). https://www.k12dive.com/news/students-ai-plagiarism-turnitin/713177/

Why it matters: Trade/education reporting on student AI usage—additional context for parent conversations with schools.

• Trade press | Tags: student AI use, education news, context

Chapter 13: Raising Humans Who Lead

1. Bonell, C., Allen, E., Warren, E., McGowan, J., Bevilacqua, L., Jamal, F., Legood, R., Wiggins, M., Opondo, C., Mathiot, A., Sturgess, J., Fletcher, A., Sadique, Z., Elbourne, D., Christie, D., Bond, L., Scott, S., Viner, R. M., & the INCLUSIVE trial team. (2018). Effects of the Learning Together intervention on bullying and aggression in English secondary schools (INCLUSIVE): A cluster randomised controlled trial. The Lancet, 392(10163), 2452-2464. https://doi.org/10.1016/S0140-6736(18)31782-3

Why it matters: A rigorous whole-school trial showing that restorative + SEL approaches can reduce bullying and improve well-being—evidence for “repair culture” as a leadership skill.

• Peer-reviewed cluster RCT | Tags: restorative practices, bullying, school climate, SEL

1. CASEL. (2023). What does the research say? Collaborative for Academic, Social, and Emotional Learning. https://casel.org/fundamentals-of-sel/what-does-the-research-say/

Why it matters: A clear, non-technical overview of what SEL research finds, useful for supporting the claim that relationship and self-management skills are teachable (and matter academically).

• Research overview (nonprofit) | Tags: SEL, skills, evidence, schools

1. Damon, W. (2008). The Path to Purpose: Helping Our Children Find Their Calling in Life. Free Press.

Why it matters: Frames purpose as a developmental task and a stabilizer for values-driven leadership—supporting the chapter’s “meaning” and “beyond-the-self” focus.

• Book | Tags: purpose, meaning, leadership, adolescence

1. Durlak, J. A., Weissberg, R. P., Dymnicki, A. B., Taylor, R. D., & Schellinger, K. B. (2011). The impact of enhancing students’ social and emotional learning: A meta-analysis of school-based universal interventions. Child Development, 82(1), 405-432. https://doi.org/10.1111/j.1467-8624.2010.01564.x

Why it matters: Landmark meta-analysis finding that SEL programs improve social-emotional skills, behavior, and academic achievement—backing the chapter’s “trainable capacities” thesis.

• Peer-reviewed meta-analysis | Tags: SEL, academic outcomes, self-management, relationships

1. Dweck, C. S. (2006). Mindset: The New Psychology of Success. Random House.

Why it matters: Growth mindset framing that treats mistakes as information—useful support for leadership formation through challenge rather than perfection.

• Book / framework | Tags: growth mindset, learning, failure, motivation

1. Edmondson, A. C. (2025, April 7). Letting Kids Fail Is Crucial. Scientific American. https://www.scientificamerican.com/article/letting-kids-fail-is-crucial/

Why it matters: An accessible argument for why “safe failure” builds resilience—supporting the chapter’s stance that leadership grows through difficulty, not avoidance.

• Expert commentary | Tags: failure, resilience, parenting, skill-building

1. Gerlich, M. (2025). AI tools in society: Impacts on cognitive offloading and the future of critical thinking. Sociology, 15(1), 6. https://doi.org/10.3390/soc15010006

Why it matters: Survey evidence linking heavier AI-tool use with more cognitive offloading and lower critical thinking scores (association)—supporting “AI after the first move.”

• Peer-reviewed survey study | Tags: AI, cognitive offloading, critical thinking, education

1. Gruber, M. J., Gelman, B. D., & Ranganath, C. (2014). States of curiosity modulate hippocampus-dependent learning via the dopaminergic circuit. Neuron, 84(2), 486-496. https://doi.org/10.1016/j.neuron.2014.08.060

Why it matters: Neuroscience evidence that curiosity states enhance learning and memory—supporting curiosity as a leadership capacity worth cultivating.

• Peer-reviewed neuroscience study | Tags: curiosity, learning, memory, neuroscience

1. Kosmyna, N., Hauptmann, E., Yuan, Y. T., Situ, J., Liao, X.-H., Beresnitzky, A. V., Braunstein, I., & Maes, P. (2025). Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task (arXiv:2506.08872) [Preprint]. arXiv. https://arxiv.org/abs/2506.08872

Why it matters: Preprint evidence suggesting lower engagement/ownership in LLM-assisted essay writing—useful (with caveats) for the “polish without formation” warning.

• Preprint (not peer-reviewed) | Tags: generative AI, writing, engagement, ownership

1. Larson, R. W., & Angus, R. M. (2011). Adolescents’ development of skills for agency in youth programs: Learning to think strategically. Child Development, 82(1), 277-294. https://doi.org/10.1111/j.1467-8624.2010.01555.x

Why it matters: Shows adolescents build agency and strategic thinking when they own real projects with adult coaching—supporting leadership as responsibility practiced in community.

• Peer-reviewed qualitative study | Tags: agency, youth programs, coaching, strategic thinking

1. Learning Policy Institute. (2023). Improving student outcomes through restorative practices (fact sheet). https://learningpolicyinstitute.org/product/restorative-practices-factsheet

Why it matters: Synthesizes evidence on restorative practices and emphasizes implementation quality—useful for school conversations about building repair-rich climates.

• Research synthesis / policy brief | Tags: restorative practices, discipline, implementation, school climate

1. Li, Z., et al. (2024). How distributed leadership affects social and emotional competence in adolescents: The chain mediating role of student-centered instructional practices and teacher self-efficacy. Behavioral Sciences, 14(2), 133. https://doi.org/10.3390/bs14020133

Why it matters: Links distributed leadership structures with adolescents’ social-emotional competence—supporting the idea that leadership is shared and trainable, not just positional.

• Peer-reviewed empirical study | Tags: distributed leadership, adolescents, SEL, teaching

1. Moffitt, T. E., Arseneault, L., Belsky, D., Dickson, N., Hancox, R. J., Harrington, H., Houts, R., Poulton, R., Roberts, B. W., Ross, S., Sears, M. R., Thomson, W. M., & Caspi, A. (2011). A gradient of childhood self-control predicts health, wealth, and public safety. Proceedings of the National Academy of Sciences, 108(7), 2693-2698. https://doi.org/10.1073/pnas.1010076108

Why it matters: Longitudinal evidence that childhood self-control predicts adult outcomes—supporting regulation as a core foundation for leadership and life competence.

• Peer-reviewed longitudinal cohort study | Tags: self-control, regulation, life outcomes, development

1. Murray, D. W., & Rosanbalm, K. (2017). Promoting self-regulation in adolescents and young adults: A practice brief (OPRE Report #2015-82). Office of Planning, Research and Evaluation, Administration for Children and Families. https://fpg.unc.edu/sites/fpg.unc.edu/files/resources/reports-and-policy-briefs/Promoting%20Self-Regulation%20in%20Adolescents%20and%20Young%20Adults.pdf

Why it matters: Practical guidance on supporting self-regulation skills in adolescence/young adulthood—useful “how” support for the chapter’s reps and coaching strategies.

• Practice brief | Tags: self-regulation, executive function, adolescence, coaching

1. Robinson, G. M., & Magnusen, M. (2024). Developing servant leadership through experience and practice: A case study in service learning. Behavioral Sciences, 14(9), 801. https://doi.org/10.3390/bs14090801

Why it matters: Illustrates how service-learning plus reflection can develop other-focused leadership traits (empathy, service orientation)—supporting contribution as leadership formation.

• Peer-reviewed case study | Tags: service-learning, servant leadership, empathy, contribution

1. Taylor, R. D., Oberle, E., Durlak, J. A., & Weissberg, R. P. (2017). Promoting positive youth development through school-based social and emotional learning interventions: A meta-analysis of follow-up effects. Child Development, 88(4), 1156-1171. https://doi.org/10.1111/cdev.12864

Why it matters: Meta-analysis indicating SEL benefits persist over time—supporting that these skills are not just “nice now,” but durable developmental gains.

• Peer-reviewed meta-analysis | Tags: SEL, long-term effects, prosocial behavior, academics

1. Wang, Y., Wang, H., Wang, S., Wind, S. A., & Gill, C. (2024). A systematic review and meta-analysis of self-determination-theory-based interventions in the education context. Learning and Motivation, 87, 102015. https://doi.org/10.1016/j.lmot.2024.102015

Why it matters: Evidence that SDT-based interventions can improve autonomy and competence—supporting the chapter’s “agency grows in autonomy-supportive environments” claim.

• Systematic review + meta-analysis | Tags: self-determination theory, autonomy support, motivation, students

1. Winthrop, R., & Anderson, J. (2025). The Disengagement Gap. Brookings Institution. https://www.brookings.edu/wp-content/uploads/2025/01/REPORT_The-Disengagement-Gap_FINAL.pdf

Why it matters: A useful framework distinguishing achievement from true engagement/ownership—supporting the chapter’s caution that performance can mask disengagement.

• Policy report | Tags: engagement, motivation, ownership, education policy

Chapter 14: The Future Is Human

1. Barton, A. W., Brody, G. H., Yu, T., Kogan, S. M., Chen, E., & Ehrlich, K. B. (2019). The Profundity of the Everyday: Family Routines in Adolescence Predict Development in Young Adulthood. Journal of Adolescent Health, 64(3), 340-346. https://doi.org/10.1016/j.jadohealth.2018.08.029

Why it matters: Finds that everyday family routines in adolescence predict later well-being and self-regulation—supporting the chapter’s emphasis on defaults, reps, and the 30-day sprint.

• Peer-reviewed longitudinal study | Tags: family routines, self-regulation, habits, adolescence

1. Bjork, R. A. (1994). Memory and metamemory considerations in the training of human beings. In J. Metcalfe & A. P. Shimamura (Eds.), Metacognition: Knowing about knowing (pp. 185-205). MIT Press.

Why it matters: Foundational learning-science work explaining why “desirable difficulty” and metacognition matter—supporting “no shortcuts before contact.”

• Book chapter / theory | Tags: learning science, memory, metacognition, desirable difficulties

1. Center on the Developing Child at Harvard University. (2024). InBrief: The Science of Resilience. https://developingchild.harvard.edu/wp-content/uploads/2024/10/InBrief-The-Science-of-Resilience.pdf

Why it matters: Summarizes resilience research emphasizing that stable, supportive adult relationships are a key protective factor—supporting “big feelings go to real humans first.”

• Institutional research brief | Tags: resilience, relationships, co-regulation, adversity

1. Deci, E. L., & Ryan, R. M. (2000). The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior. Psychological Inquiry, 11(4), 227-268.

Why it matters: Self-Determination Theory: autonomy, competence, and relatedness support motivation and well-being—backing the chapter’s agency and belonging themes.

• Peer-reviewed theory/review | Tags: self-determination theory, motivation, autonomy, relatedness

1. Duckworth, A. L., Peterson, C., Matthews, M. D., & Kelly, D. R. (2007). Grit: Perseverance and Passion for Long-Term Goals. Journal of Personality and Social Psychology, 92(6), 1087-1101. https://doi.org/10.1037/0022-3514.92.6.1087

Why it matters: Introduces grit as perseverance and passion for long-term goals—supporting craft, persistence, and doing hard things without shortcuts.

• Peer-reviewed study | Tags: grit, persistence, achievement, long-term goals

1. Kapur, M. (2008). Productive Failure. Cognition and Instruction, 26(3), 379-424.

Why it matters: Productive failure research showing that trying before instruction can improve later conceptual understanding—supporting “attempt first, then tool help.”

• Peer-reviewed study | Tags: productive failure, learning, struggle, problem solving

1. Lally, P., van Jaarsveld, C. H. M., Potts, H. W. W., & Wardle, J. (2010). How are habits formed: Modelling habit formation in the real world. European Journal of Social Psychology, 40(6), 998-1009. https://doi.org/10.1002/ejsp.674

Why it matters: Habit formation evidence showing automaticity grows gradually and missing once doesn’t reset progress—supporting “restart over perfect streaks.”

• Peer-reviewed study | Tags: habits, behavior change, routines, automaticity

1. McClelland, M. M., Acock, A. C., Piccinin, A., Rhea, S. A., & Stallings, M. C. (2013). Relations between preschool attention span-persistence and age 25 educational outcomes. Early Childhood Research Quarterly, 28(2), 314-324. https://doi.org/10.1016/j.ecresq.2012.07.008

Why it matters: Longitudinal evidence that early attention span/persistence predicts later educational outcomes—supporting attention as a future-proof capacity worth training.

• Peer-reviewed longitudinal study | Tags: attention, persistence, educational outcomes, development

1. Moffitt, T. E., Arseneault, L., Belsky, D., et al. (2011). A gradient of childhood self-control predicts health, wealth, and public safety. Proceedings of the National Academy of Sciences, 108(7), 2693-2698. https://doi.org/10.1073/pnas.1010076108

Why it matters: Longitudinal evidence connecting childhood self-control to adult health/wealth/public safety—supporting regulation as a measurable life advantage.

• Peer-reviewed longitudinal cohort study | Tags: self-control, regulation, life outcomes, development

1. OECD. (2019). Student Agency for 2030: Concept Note. OECD Future of Education and Skills 2030. https://www.oecd.org/content/dam/oecd/en/about/projects/edu/education-2040/concept-notes/Student_Agency_for_2030_concept_note.pdf

Why it matters: Defines “student agency” within an international future-of-education framework—useful backing for agency as an explicit developmental goal.

• OECD concept note | Tags: student agency, education policy, future skills, OECD

1. OECD. (2024). Purpose (Learning Compass 2030 Constructs). OECD Future of Education and Skills 2030. https://www.oecd.org/content/dam/oecd/en/topics/policy-issues/future-of-education-and-skills/learning-compass-constructs/Purpose.pdf

Why it matters: Provides an education framework definition of purpose/meaning—useful for grounding the chapter’s “meaning” language in a widely used policy construct.

• OECD framework brief | Tags: purpose, meaning, learning compass, OECD

1. Rioja, K., Cekic, S., Bavelier, D., & Baumgartner, S. (2023). Unravelling the link between media multitasking and attention across three samples. Technology, Mind, and Behavior, 4(2). https://doi.org/10.1037/tmb0000106

Why it matters: Examines links between media multitasking and attention outcomes (association)—supporting the claim that attention is under pressure in a multitasking environment.

• Peer-reviewed article | Tags: media multitasking, attention, screens, cognition

1. Roediger, H. L., III, & Karpicke, J. D. (2006). Test-enhanced learning: Taking memory tests improves long-term retention. Psychological Science, 17(3), 249-255. https://doi.org/10.1111/j.1467-9280.2006.01693.x

Why it matters: The “testing effect”: self-testing improves long-term retention more than re-reading—supporting retrieval practice and “touch the work first.”

• Peer-reviewed experimental study | Tags: retrieval practice, testing effect, memory, learning

1. Shah, P. E., Weeks, H. M., Richards, B., & Kaciroti, N. (2018). Early childhood curiosity and kindergarten reading and math academic achievement. Pediatric Research, 84, 380-386. https://doi.org/10.1038/s41390-018-0039-3

Why it matters: Finds curiosity relates to early academic achievement (especially for lower-SES children)—supporting curiosity as a practical lever, not fluff.

• Peer-reviewed study | Tags: curiosity, achievement, early childhood, equity

1. Tronick, E., & Beeghly, M. (2011). Infants’ meaning-making and the development of mental health problems. American Psychologist, 66(2), 107-119. https://doi.org/10.1037/a0021631

Why it matters: Shows relationships are built through mismatch and repair—supporting the chapter’s “repair within 24 hours” default.

• Peer-reviewed article | Tags: repair, attachment, relationships, mental health

1. World Economic Forum. (2025). The Future of Jobs Report 2025: Skills outlook. World Economic Forum. https://www.weforum.org/publications/the-future-of-jobs-report-2025/in-full/3-skills-outlook/

Why it matters: Workforce skills outlook highlighting demand for human skills (analytical thinking, resilience, leadership, etc.)—supporting the chapter’s “future is human” argument.

• Workforce report | Tags: future of jobs, workforce skills, human skills, economy

Chapter 15: Meaning — Building an Inner Compass in a World of Infinite Answers

1. Weinstein, E., Konrath, S., Lara, E. A., Tench, B., James, C., Mann, S., & Lenhart, A. (2024). Unpacking Grind Culture in American Teens: Pressure, Burnout, and the Role of Social Media. Common Sense Media; Harvard Graduate School of Education (Center for Digital Thriving); Indiana University. https://www.commonsensemedia.org/sites/default/files/research/report/2024-unpacking-grind-culture-in-american-teens_final-updated-for-web.pdf

Why it matters: Large teen report on “grind culture” and pressure (achievement, appearance, having a plan)—supporting the chapter’s claim that many teens are seeking relief, not just answers.

• Research report | Tags: teen pressure, burnout, social media, achievement

1. Common Sense Media (Press Release). (2024, Oct 10). New Survey Shows Young People Are Under Pressure. https://www.commonsensemedia.org/press-releases/new-survey-shows-young-people-are-under-pressure

Why it matters: A short, citeable topline summary of youth pressure statistics—useful for quick context without derailing the narrative voice.

• Press release / survey highlight | Tags: teen pressure, statistics, culture

1. Curran, T., & Hill, A. P. (2017). Perfectionism Is Increasing Over Time: A Meta-Analysis of Birth Cohort Differences From 1989 to 2016. Psychological Bulletin. https://www.apa.org/pubs/journals/releases/bul-bul0000138.pdf

Why it matters: Meta-analysis showing perfectionism has increased across cohorts (including socially prescribed perfectionism)—supporting the “success-on-paper, hollow-inside” dynamic.

• Peer-reviewed meta-analysis | Tags: perfectionism, cohort trends, mental health, achievement

1. O’Keefe, P. A., Dweck, C. S., & Walton, G. M. (2018). Implicit theories of interest: Finding your passion or developing it? Psychological Science. https://pmc.ncbi.nlm.nih.gov/articles/PMC6180666/

Why it matters: Research on implicit theories of interest: a “find your passion” (fixed) mindset can reduce persistence; a “develop interests” mindset supports exploration—backing meaning as practice.

• Peer-reviewed study | Tags: interest development, mindset, persistence, passion

1. Stanford Report. (2018, Jun 18). Why “Find your passion!” may be bad advice. https://news.stanford.edu/stories/2018/06/find-passion-may-bad-advice

Why it matters: A reader-friendly summary of the interest-mindset findings—useful if you want a non-academic citation that still points to the underlying research.

• University news explainer | Tags: passion, interest, motivation, education

1. Ryan, R. M., & Deci, E. L. (2000). Self-Determination Theory and the Facilitation of Intrinsic Motivation, Social Development, and Well-Being. American Psychologist. https://selfdeterminationtheory.org/SDT/documents/2000_RyanDeci_SDT.pdf

Why it matters: Self-Determination Theory’s autonomy/competence/relatedness model aligns with the chapter’s “values, belonging, contribution” ingredients for an inner compass.

• Peer-reviewed theory/review | Tags: self-determination theory, autonomy, belonging, motivation

1. Pew Research Center. (2025, Feb 26). Decline of Christianity in the U.S. Has Slowed, May Have Leveled Off. https://www.pewresearch.org/religion/2025/02/26/decline-of-christianity-in-the-us-has-slowed-may-have-leveled-off/

Why it matters: Pew’s survey reporting on U.S. religious affiliation trends—supporting the chapter’s point that inherited meaning ‘containers’ have weakened or shifted for many families.

• Survey research report | Tags: religion, belonging, social change, meaning

1. Pew Research Center. (2025, Dec 8). Religion Holds Steady in America. https://www.pewresearch.org/religion/2025/12/08/religion-holds-steady-in-america/

Why it matters: Updated Pew survey data on religiosity and affiliation—useful context for why many teens have fewer default rituals/communities to anchor meaning.

• Survey research report | Tags: religion, culture, belonging, trends

1. Common Sense Media (Press Release). (2025, Jul 16). Nearly 3 in 4 Teens Have Used AI Companions, New National Survey Finds. https://www.commonsensemedia.org/press-releases/nearly-3-in-4-teens-have-used-ai-companions-new-national-survey-finds

Why it matters: Highlights widespread teen use of AI companions and some use for emotional support—supporting the chapter’s “humans first for big feelings” boundary as prudence, not panic.

• Press release / survey highlight | Tags: AI companions, teens, emotional support, boundaries

1. Pew Research Center. (2025, Dec 9). Teens, Social Media and AI Chatbots 2025. https://www.pewresearch.org/internet/2025/12/09/teens-social-media-and-ai-chatbots-2025/

Why it matters: Pew data on teen use of AI chatbots and social media—supporting the claim that chatbots are already part of teens’ daily environment.

• Survey research report | Tags: teens, AI chatbots, social media, usage

1. McBain, R. K., Bozick, R., Diliberti, M., et al. (2025). Use of Generative AI for Mental Health Advice Among US Adolescents and Young Adults. JAMA Network Open, 8(11), e2542281. https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2841067

Why it matters: National survey evidence that a meaningful minority of youth use generative AI for mental health advice—supporting a clear “real humans first” default.

• Peer-reviewed survey study | Tags: AI, mental health advice, adolescents, safety

1. American Psychological Association. (2018, Jan 2). Perfectionism among young people significantly increased over past decades (press release). https://www.apa.org/news/press/releases/2018/01/perfectionism-young-people

Why it matters: An accessible summary of research on rising perfectionism in young people—handy for a quick citation when you don’t want to quote a full meta-analysis.

• Press release / research summary | Tags: perfectionism, youth, pressure, mental health

1. Children’s Hospital of Philadelphia PolicyLab. (2024, Apr 3). A Sense of Purpose Can Support Teen Mental Health. https://policylab.chop.edu/print/pdf/node/24565

Why it matters: Evidence brief linking adolescent purpose to better mental health and motivation—supporting purpose as a protective “inner resource,” not a fluffy extra.

• Health policy / research brief | Tags: purpose, teen mental health, motivation, well-being

1. National Academies of Sciences, Engineering, and Medicine. (2019). The Promise of Adolescence: Realizing Opportunity for All Youth. https://www.nationalacademies.org/our-work/the-promise-of-adolescence-realizing-opportunity-for-all-youth

Why it matters: Consensus report emphasizing adolescence as a key window for developing values, competencies, and social connections that shape adulthood—supporting meaning as developmental work.

• Consensus report | Tags: adolescence, development, identity, opportunity

1. Child Mind Institute. (2024, Nov 13). The Benefits of Boredom. https://childmind.org/article/the-benefits-of-boredom/

Why it matters: A parent-friendly explanation of how boredom can support creativity and self-directed exploration—supporting the chapter’s “boredom is a doorway” framing.

• Expert explainer | Tags: boredom, creativity, self-direction, screens

1. American Psychological Association Monitor. (2025, Oct). Many teens are turning to AI chatbots for friendship and advice. https://www.apa.org/monitor/2025/10/technology-youth-friendships

Why it matters: Explores how teens are turning to AI chatbots for friendship/advice—useful context for why families should set boundaries around outsourced comfort and identity work.

• Magazine feature | Tags: AI chatbots, friendship, youth, emotional support