Foundations, methods, and open science

Start Here

If you are new to self-complexity research, this is the fastest way to get oriented. Self-complexity examines how people organize identity across roles, attributes, and contexts — and how that structure relates to resilience, stress, and functioning.

Orientation

A field that matters, with methods that need rebuilding.

This platform extends self-complexity research by standardizing measurement, enabling network-based representations, and supporting longitudinal and cohort analysis in a unified ecosystem.

  • Foundational work
    The conceptual and methodological anchors that explain where the field began.
  • Measurement and methods
    A growing specification layer for formulas, assumptions, and interpretation.
  • Tools and data workflow
    Browser-based systems for collection, analysis, and publication-ready output.
Foundational work

Core papers to start with

These works form the conceptual foundation of modern self-complexity research. The Reboot Project builds on and extends this framework.

Cognitive foundation

Markus (1977)

Self-schemata and processing information about the self. Establishes self-schemata as cognitive generalizations that organize self-relevant information. A foundational anchor for the Identity Archetypes work and for understanding how attributes cohere into structured self-content.

Markus, H. (1977). Self-schemata and processing information about the self. Journal of Personality and Social Psychology, 35(2), 63–78.

https://doi.org/10.1037/0022-3514.35.2.63

Core paper

Linville (1985)

Self-complexity and affective extremity. A central starting point for understanding why self-structure might buffer or magnify emotional consequences.

Linville, P. W. (1985). Self-complexity and affective extremity: Don't put all of your eggs in one cognitive basket. Social Cognition, 3(1), 94–120.

https://doi.org/10.1521/soco.1985.3.1.94

Core paper

Linville (1987)

Self-complexity as a cognitive buffer. A classic extension linking structure of the self to stress-related outcomes.

Linville, P. W. (1987). Self-complexity as a cognitive buffer against stress-related illness and depression. Journal of Personality and Social Psychology, 52(4), 663–676.

https://doi.org/10.1037/0022-3514.52.4.663

Measurement critique

Rafaeli-Mor et al. (1999)

The meaning and measurement of self-complexity. Critical for decomposing quantity and overlap rather than over-relying on one legacy index.

Rafaeli-Mor, E., Gotlib, I. H., & Revelle, W. (1999). The meaning and measurement of self-complexity. Personality and Individual Differences, 27, 341–356.

https://doi.org/10.1016/S0191-8869(98)00247-5

Spatial and systems approach

Schleicher & McConnell (2005)

The complexity of self-complexity. A bridge toward spatial and structure-sensitive interpretations that align with contemporary visualization work.

Schleicher, D. J., & McConnell, A. R. (2005). The complexity of self-complexity: An associated systems theory approach. Social Cognition, 23(5), 387–416.

https://doi.org/10.1521/soco.2005.23.5.387

Broader framework

McConnell (2011)

The Multiple Self-Aspects Framework. A broader conceptual scaffold for understanding organized identity across contexts.

McConnell, A. R. (2011). The multiple self-aspects framework: Self-concept representation and its implications. Personality and Social Psychology Review, 15(1), 3–27.

https://doi.org/10.1177/1088868310371101

Review context

Pilarska & Suchańska (2014)

A useful reminder that the field has often measured related but non-identical constructs under the same umbrella.

Pilarska, A., & Suchańska, A. (2014). Self-complexity and self-concept differentiation: What have we been measuring for the past 30 years? Current Psychology, 34, 723–743.

https://doi.org/10.1007/s12144-014-9285-7

Identity-domain foundations

Anchor literature across identity domains

Self-complexity research has been applied across a wide range of identity domains, each with its own measurement traditions and foundational works. The papers below are anchor references for researchers entering the field with a domain-specific question — one strong starting point per domain, not an exhaustive review. They are arranged roughly from embodied and biological identities through social, occupational, and cultural identities to future- and possible-self constructions.

Physical activity & athletic identity

Brewer, Van Raalte, & Linder (1993)

Athletic identity: Hercules' muscles or Achilles heel? The foundational paper that operationalized athletic identity and introduced the Athletic Identity Measurement Scale (AIMS), still the most widely used measure of identification with the athlete role.

Brewer, B. W., Van Raalte, J. L., & Linder, D. E. (1993). Athletic identity: Hercules' muscles or Achilles heel? International Journal of Sport Psychology, 24(2), 237–254.

Health, illness, disability, & recovery

Charmaz (1995)

The body, identity, and self: Adapting to impairment. A foundational treatment of how chronic illness reshapes identity, useful for self-complexity research involving health transitions, recovery, and the work of reconciling the body with the self.

Charmaz, K. (1995). The body, identity, and self: Adapting to impairment. The Sociological Quarterly, 36(4), 657–680.

https://doi.org/10.1111/j.1533-8525.1995.tb00459.x

Food, nutrition, & body identity

Sparks & Shepherd (1992)

Self-identity and the theory of planned behaviour. An early demonstration that self-identity adds predictive power over attitude and norms in food-related decisions — foundational for treating eating, food choice, and consumption as identity-driven domains.

Sparks, P., & Shepherd, R. (1992). Self-identity and the theory of planned behaviour: Assessing the role of identification with “green consumerism.” Social Psychology Quarterly, 55(4), 388–399.

https://doi.org/10.2307/2786955

Aging identity

Westerhof, Whitbourne, & Freeman (2012)

The aging self in a cultural context. Connects identity processes — assimilation, accommodation, and balance — to subjective aging across cultural contexts, anchoring self-complexity work on age and lifespan identity.

Westerhof, G. J., Whitbourne, S. K., & Freeman, G. P. (2012). The aging self in a cultural context: The relation of conceptions of aging to identity processes and self-esteem in the United States and the Netherlands. The Journals of Gerontology, Series B: Psychological Sciences and Social Sciences, 67(1), 52–60.

https://doi.org/10.1093/geronb/gbr075

Educational & academic identity

Oyserman & Destin (2010)

Identity-based motivation: Implications for intervention. The identity-based motivation framework, showing how academic identities are dynamically constructed in context and how they shape attainment for students from different social backgrounds.

Oyserman, D., & Destin, M. (2010). Identity-based motivation: Implications for intervention. The Counseling Psychologist, 38(7), 1001–1043.

https://doi.org/10.1177/0011000010374775

STEM & professional identity

Carlone & Johnson (2007)

Understanding the science experiences of successful women of color: Science identity as an analytic lens. The competence–performance–recognition model of science identity, foundational for understanding how identification with STEM is shaped through interaction, especially for students whose racial, ethnic, and gender identities intersect with science.

Carlone, H. B., & Johnson, A. (2007). Understanding the science experiences of successful women of color: Science identity as an analytic lens. Journal of Research in Science Teaching, 44(8), 1187–1218.

https://doi.org/10.1002/tea.20237

Artistic, creative, & performance identity

Bain (2005)

Constructing an artistic identity. An interview-based account of how visual artists construct and maintain artistic identity in the absence of formal credentialing, useful for self-complexity research on creative, performance, and self-defined occupational identities.

Bain, A. (2005). Constructing an artistic identity. Work, Employment and Society, 19(1), 25–46.

https://doi.org/10.1177/0950017005051280

Language, communication, & cultural identity

Norton Peirce (1995)

Social identity, investment, and language learning. Introduces the concept of “investment” in language learning, linking social identity to motivation and access — foundational for understanding identity in multilingual, immigrant, and cross-cultural contexts.

Norton Peirce, B. (1995). Social identity, investment, and language learning. TESOL Quarterly, 29(1), 9–31.

https://doi.org/10.2307/3587803

Family, parenting, & caregiving identity

Cast (2004)

Well-being and the transition to parenthood: An identity theory approach. Applies identity theory directly to the parental role, showing how verification of the parent identity through interaction with a spouse predicts well-being — anchoring identity-theoretic work on parenting and caregiving.

Cast, A. D. (2004). Well-being and the transition to parenthood: An identity theory approach. Sociological Perspectives, 47(1), 55–78.

https://doi.org/10.1525/sop.2004.47.1.55

Gender identity

Egan & Perry (2001)

Gender identity: A multidimensional analysis with implications for psychosocial adjustment. The foundational multidimensional model treating gender identity as a profile of felt typicality, contentment, pressure to conform, and intergroup bias — directly compatible with multi-dimensional self-complexity work.

Egan, S. K., & Perry, D. G. (2001). Gender identity: A multidimensional analysis with implications for psychosocial adjustment. Developmental Psychology, 37(4), 451–463.

https://doi.org/10.1037/0012-1649.37.4.451

Sexual orientation identity

Mohr & Kendra (2011)

Revision and extension of a multidimensional measure of sexual minority identity: The Lesbian, Gay, and Bisexual Identity Scale. An eight-dimension measure of LGB identity — acceptance concerns, concealment, identity uncertainty, internalized homonegativity, difficulty, superiority, affirmation, centrality — useful where sexual orientation identity should be measured as a profile.

Mohr, J. J., & Kendra, M. S. (2011). Revision and extension of a multidimensional measure of sexual minority identity: The Lesbian, Gay, and Bisexual Identity Scale. Journal of Counseling Psychology, 58(2), 234–245.

https://doi.org/10.1037/a0022858

Racial & ethnic identity

Sellers, Smith, Shelton, Rowley, & Chavous (1998)

Multidimensional model of racial identity. The MMRI proposes salience, centrality, regard (private and public), and ideology as separable dimensions — a profile rather than a scalar, directly aligned with the platform's design philosophy.

Sellers, R. M., Smith, M. A., Shelton, J. N., Rowley, S. A. J., & Chavous, T. M. (1998). Multidimensional model of racial identity: A reconceptualization of African American racial identity. Personality and Social Psychology Review, 2(1), 18–39.

https://doi.org/10.1207/s15327957pspr0201_2

Religious & spiritual identity

King (2003)

Religion and identity. Argues that religion offers ideological, social, and spiritual contexts that uniquely shape identity development — foundational for self-complexity research on religious, spiritual, and meaning-system identities.

King, P. E. (2003). Religion and identity: The role of ideological, social, and spiritual contexts. Applied Developmental Science, 7(3), 197–204.

https://doi.org/10.1207/S1532480XADS0703_11

Geographic, place-based, & environmental identity

Twigger-Ross & Uzzell (1996)

Place and identity processes. Applies Breakwell's identity-process model (continuity, self-esteem, self-efficacy, distinctiveness) to residential environments — anchoring self-complexity work on place attachment, neighborhood, and environmental identity.

Twigger-Ross, C. L., & Uzzell, D. L. (1996). Place and identity processes. Journal of Environmental Psychology, 16(3), 205–220.

https://doi.org/10.1006/jevp.1996.0017

Political & civic identity

Huddy (2001)

From social to political identity. Examines the conditions under which group memberships become politicized identities — useful for research treating partisan affiliation, civic engagement, and politicized group identities as elements of the self.

Huddy, L. (2001). From social to political identity: A critical examination of social identity theory. Political Psychology, 22(1), 127–156.

https://doi.org/10.1111/0162-895X.00230

Occupational & career identity

Ibarra (1999)

Provisional selves. Introduces “provisional selves” as trials for not-yet-elaborated professional identities, with a three-task model of role-model observation, experimentation, and evaluation — foundational for career and role-transition identity research.

Ibarra, H. (1999). Provisional selves: Experimenting with image and identity in professional adaptation. Administrative Science Quarterly, 44(4), 764–791.

https://doi.org/10.2307/2667055

Online, virtual, & gaming identity

Bessière, Seay, & Kiesler (2007)

The ideal elf. Empirical evidence that players construct game avatars closer to their ideal self than their actual self — useful for research on identity exploration in virtual environments, MMOs, and avatar-based platforms.

Bessière, K., Seay, A. F., & Kiesler, S. (2007). The ideal elf: Identity exploration in World of Warcraft. CyberPsychology & Behavior, 10(4), 530–535.

https://doi.org/10.1089/cpb.2007.9994

Social media & influencer identity

Marwick (2015)

Instafame. An ethnographic analysis of identity performance on Instagram, anchored in micro-celebrity culture and the attention economy — useful for research on influencer identity, audience-mediated self-presentation, and platform-driven identity work.

Marwick, A. E. (2015). Instafame: Luxury selfies in the attention economy. Public Culture, 27(1), 137–160.

https://doi.org/10.1215/08992363-2798379

Future selves & hoped-for selves

Markus & Nurius (1986)

Possible selves. The foundational paper on possible selves as the cognitive components of hopes, fears, goals, and threats — providing the link between self-concept and motivation that underlies all subsequent "future self" research.

Markus, H., & Nurius, P. (1986). Possible selves. American Psychologist, 41(9), 954–969.

https://doi.org/10.1037/0003-066X.41.9.954

Feared & avoided selves

Carver, Reynolds, & Scheier (1994)

The possible selves of optimists and pessimists. Decomposes possible selves into hoped-for, feared, and expected — useful for distinguishing positive aspiration from threat-driven motivation in identity research.

Carver, C. S., Reynolds, S. L., & Scheier, M. F. (1994). The possible selves of optimists and pessimists. Journal of Research in Personality, 28(2), 133–141.

https://doi.org/10.1006/jrpe.1994.1011

Possible selves in children & adolescents

Oyserman, Bybee, & Terry (2006)

Possible selves and academic outcomes. Shows that possible selves in adolescents predict academic attainment only when linked to plausible strategies and connected to social identity — anchoring self-complexity research with youth.

Oyserman, D., Bybee, D., & Terry, K. (2006). Possible selves and academic outcomes: How and when possible selves impel action. Journal of Personality and Social Psychology, 91(1), 188–204.

https://doi.org/10.1037/0022-3514.91.1.188

Measurement and methods

Standardized specification

A central limitation of self-complexity research has been inconsistent operationalization. The measurement layer addresses formulas, assumptions, interpretations, and versioning more directly.

Tools and data

From mapping to output

The ecosystem is built to move from browser-based identity mapping to cohort analysis, longitudinal summaries, and publication-oriented exports without requiring installation.

Open workflow

Transparent and reproducible direction

Planned components include shared specifications, reproducible analytic workflows, open datasets when appropriate, and future project-level version tracking.

Researcher manuals

How to use the tools in your work

Two volumes of documentation accompany the platform: a researcher's walkthrough of the participant-facing app, and an analyst's companion for the dashboard. Together they cover the full participant-to-publication workflow.

Volume I · Participant instrument

The Everythingist Self-Space

Every screen the participant encounters — the temporal tabs, the rating system, the validation gate, the contamination logging — was designed against a specific measurement concern. The manual makes those design choices legible to researchers using the tool in a study.

Volume II · Analyst's companion

Research Dashboard

An analytic workflow over self-complexity, identity strength, salience, and longitudinal change. The manual documents every statistical decision the dashboard makes, every visualization it surfaces, and the boundary between what the dashboard can carry and what it cannot.

Tools and data

Fully browser-based tools

This platform provides connected tools for both data collection and analysis.

  • Self-Space App
    Map identity across time, define and rate self-aspects, and export structured JSON data.
  • Research Dashboard
    Compute self-complexity metrics, inspect longitudinal patterns, and generate publication-ready outputs.

No installation. No accounts. Fully local and privacy-preserving.

Open science commitment

Transparent and reproducible by design

This project is aligned with transparent, inspectable research practice. Versioned specifications, browser-based tools, and exportable outputs are designed to make the work easier to inspect, critique, and build on.

Forthcoming: preprints, OSF materials, and additional open-science links as they are posted.

Study planning

How to use this in a study

A practical guide now explains study design positioning, sample flow, exports, methods language, and what to cite when using the platform.

Methods language

Bridge tools to manuscripts

The study page is designed to help students and collaborators move from app use to cleaner methods sections, reproducible reporting, and stronger citations.

For new users

Start without guessing

Instead of piecing together assumptions from multiple pages, newcomers can now start with a concrete workflow for using the system in empirical research.

Where to contribute

We welcome contributions across theory development, measurement refinement, empirical studies, tool development, and cross-disciplinary applications.