Annotated bibliography · in draft
What the lab reads.
A working bibliography of the books and papers that inform the lab's intellectual lineage. Annotations are short and provisional; the works are accurate, but the framings of how each connects to the lab's projects are being revised. This is a reading list, not a literature review; consult research for how these ideas show up in the projects.
§ A · Identity development
2001
Making their own way: Narratives for transforming higher education to promote self-authorship. Stylus.
The single most cited book in our work. Baxter Magolda's framework of self-authorship — the capacity to author your own life rather than receive it — is the developmental target the lab is designing for. Her longitudinal study (the same students tracked for over 25 years) sets the bar for what "evidence" looks like in this field.
1986
Possible selves. American Psychologist, 41(9).
The foundational paper on "possible selves" — the hoped-for, feared, and expected versions of who you might become. Frames the imaginative work of identity. Influences the archetype work in DartWorld and the AI-as-mirror layer in NBD.
1966
Development and validation of ego identity status. Journal of Personality and Social Psychology, 3(5).
The classic four identity statuses (achievement, moratorium, foreclosure, diffusion). Useful as a vocabulary, not as a prescription. Most of our undergraduates are in moratorium and being asked to perform achievement.
1993
The stories we live by: Personal myths and the making of the self. Guilford.
Identity as a story you keep editing. McAdams' narrative identity framework is the theoretical home for the compression work in NBD and the OneWord experiments in CDL.
§ B · Reflective & transformative learning
1983
The reflective practitioner: How professionals think in action. Basic Books.
Reflection-in-action and reflection-on-action. The phrase "reflective practice" comes from here. Schön's account of how studios teach — through repeated cycles of attempt, critique, and revision — directly inspires our research cycles (and is the home territory for the critique-as-reflection method in Threshold).
1984
Experiential learning: Experience as the source of learning and development. Prentice-Hall.
The experiential learning cycle — concrete experience → reflective observation → abstract conceptualization → active experimentation. The shape of every research cycle in the lab.
1997
Transformative learning: Theory to practice. New Directions for Adult and Continuing Education, 1997(74).
Transformative learning is what happens when an experience produces a fundamental shift in how you frame the world. Mezirow's "disorienting dilemma" is what we're trying to engineer when the AI-as-mirror surfaces a productive gap.
2002
Becoming a self-regulated learner: An overview. Theory into Practice, 41(2).
Self-regulated learning as forethought → performance → self-reflection. We're after the third phase. Zimmerman gives us measurement vocabulary for it.
§ C · Sensemaking
1995
Sensemaking in organizations. Sage.
Sensemaking as the retrospective construction of plausible accounts. Weick is writing about organizations, but the framework — meaning is made after the event, not before — describes what we want students to be able to do with their own experience.
1998
Sources of power: How people make decisions. MIT Press.
Naturalistic decision-making — how experts actually decide under conditions of uncertainty. Klein's "recognition-primed decision" model is a useful counter to the deliberative ideal of career advising.
2000
How people learn: Brain, mind, experience, and school. National Academy Press.
The standard reference on the cognitive science of learning. Useful for the lab's argument that career development is a form of learning, not a service.
§ D · Distributed & external cognition
1993
Things that make us smart: Defending human attributes in the age of the machine. Addison-Wesley.
The case for external cognitive supports — objects and arrangements that do part of the thinking for us. The theoretical home for the journaling pinboard (M06) and the spatial map (M04).
2010
Thinking with external representations. AI & Society, 25(4).
Why thinking with diagrams and arrangements outperforms thinking in pure abstraction. Underwrites our preference for spatial layouts and physical card sorts over digital forms.
1999
Readings in information visualization: Using vision to think. Morgan Kaufmann.
The HCI canon on information visualization. The basis for our argument that visual layout is part of cognition, not decoration. Especially relevant to Synapse.
1995
Cognition in the wild. MIT Press.
Distributed cognition in real environments. Hutchins' study of ship navigation reframes "thinking" as something done by people-plus-tools, not just brains. Underwrites the lab's whole framing of designed environments.
§ E · Design-based research & HCI methods
1992
Design experiments: Theoretical and methodological challenges in creating complex interventions in classroom settings. Journal of the Learning Sciences, 2(2).
The methodological charter for design-based research. Brown's argument — that real-world educational interventions need their own research paradigm, distinct from controlled experiments — is the rationale for every research cycle the lab runs.
2003
Design-based research: An emerging paradigm for educational inquiry. Educational Researcher, 32(1).
The methodological clarification — what DBR is and isn't, where it sits relative to action research, RCTs, and ethnography. Useful for justifying our approach to academic audiences.
1991
Situated learning: Legitimate peripheral participation. Cambridge University Press.
Learning as participation in a community of practice, not transfer of information. Important for understanding why the peer-conversation component of every method (M07) does so much of the work.
§ F · Career & vocational development
2005
The theory and practice of career construction. In Career Development and Counseling, ed. Brown & Lent. Wiley.
Career as a construction project rather than a fit-finding exercise. Savickas reframes vocational psychology away from matching personality types to job categories and toward the narrative construction of a life. Directly informs NBD.
2016
Designing your life. Knopf.
The Stanford d.school course written up as a book. Many of the lab's exercises borrow vocabulary from DYL (Odyssey Plans, gravity problems, prototyping conversations). Useful as a translator into design-school audiences.
2017
The NACE Journal of Career Planning & Employment. Multiple issues.
Not a single citation — the trade literature for career services. NACE's annual reports on the employer/student communication gap (78% of students think they communicate well; 54% of employers agree) was the proximate impetus for Narrative by Design.
§ G · AI & human agency
2023
Tools for Thought (working notes).
A loose corpus of essays and notes on cognitive tooling. Matuschak's work on evergreen notes, mnemonic media, and "thinking with machines that don't think for you" sits very close to our framing of AI-as-mirror (M03).
2024
Various model cards and behavioral evaluation reports.
Read selectively. Useful for understanding what current LLMs are and aren't capable of when used as reflective partners. Pay special attention to anything on sycophancy, calibration, and grounding — all directly relevant to RQ 4.
§ H · Adjacent influences
1938
Experience and education. Macmillan.
Still the clearest statement of why experience without reflection isn't learning. The lab's first principle.
1990
Acts of meaning. Harvard University Press.
Narrative as a fundamental mode of human cognition — not a decoration on top of "real" thinking. Foundational for everything we do with stories.
2011
Thinking, fast and slow. Farrar, Straus and Giroux.
Required reading for anyone working on decisions. We disagree with Kahneman's optimism about "slowing down" as the solution — most students are already too slow, not too fast — but the System 1 / System 2 distinction is useful diagnostic vocabulary.