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Human Navigation Under Sustained Uncertainty

How People in Generations X, Y, and Z Generate Direction and Meaning as External Sources of Authority Weaken

Executive Summary Title & Abstract Background Questions & Aims Design & Methods Timeline Outputs & Fit Bibliography
01

Executive Summary

This qualitative, interdisciplinary PhD project asks one central question: How do people in Generations X, Y, and Z generate direction and meaning as external sources of authority weaken under conditions of sustained uncertainty? It examines this question across Generations X, Y, and Z. The project responds to a contemporary environment in which AI-driven labour-market change, synthetic media, information overload, geopolitical instability, and insecure institutions unsettle expectations about work, relationships, mobility, identity, and the future. In this study, human navigation denotes the ongoing process through which people interpret conditions, assess possible paths, draw on or reject guidance, act, revise, and make sense of their lives. The project therefore asks how an actionable sense of direction becomes possible when no single authority can reliably tell people what to do.1

Rather than determine whether life choices are objectively correct, the dissertation examines how people establish enough legitimacy, agency, and meaning to move forward. Major life decisions are consequential choices — or prolonged non-choices — with material, relational, or identity implications, including work, education, partnership, caregiving, migration, housing, health, and belonging. Agency is not unrestricted autonomy; it is the situated and relational capacity to formulate aims, mobilise resources, act, defer action strategically, and revise a course within structural constraints. The project brings sociology, social psychology, adult development, narrative identity, agency theory, and STS together to examine how authority, relationships, self-authorship, and social technologies become resources for direction and meaning.2

Methodologically, the dissertation is a five-chapter, sequential qualitative project. It maps external authority historically; uses cross-generational interviews about concrete life decisions; analyses situated agency and self-trust through grounded theory; examines identity through narrative analysis; and integrates the findings into a Human Navigation or Human Compass Model. It treats generations as historically situated cohorts rather than fixed personality types, allowing the study to examine both shared uncertainty and differences in the authority regimes people inherit.

The project is feasible as a four-year dissertation because one coherent core dataset serves multiple analytic layers. A target of 42 interviews, with an allowable range of 30–50, is justified by information power and meaning saturation rather than statistical representativeness. The intended outputs are a dissertation, three to four publishable articles, and a transferable conceptual tool for mapping how direction, meaning, and agency are generated, negotiated, and revised across generations under prolonged uncertainty.3

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Proposed Title & Abstract

Human Navigation Under Sustained Uncertainty: How People in Generations X, Y, and Z Generate Direction and Meaning as External Sources of Authority Weaken

This dissertation investigates how people in Generations X, Y, and Z generate direction and meaning as external sources of authority weaken under conditions of sustained uncertainty. It is situated amid accelerated technological change, AI-driven labour-market volatility, synthetic media, social-media information overload, and geopolitical instability. Rather than asking which life decision is "right," the study asks how people form a viable orientation when family, religion, stable professions, national narratives, education, and institutional expertise become pluralised, contested, or less binding. Human navigation is defined as the recurrent process of sense-making, evaluating alternatives, consulting or resisting guidance, acting, revising, and integrating choices into a life story. Major life decisions are consequential choices — or prolonged non-choices — with material, relational, or identity implications. Agency is the situated and relational capacity to formulate aims, mobilise resources, act, defer action, and revise direction within structural constraints. Drawing on late-modern social theory, adult development, narrative identity, agency theory, and STS, the project combines a historical-theoretical review with cross-generational, semi-structured interviews, reflexive thematic analysis, constructivist grounded theory, and narrative analysis. The empirical core will include approximately 42 participants, within a range of 30–50, across Generations X, Y, and Z and contrasting national contexts. The anticipated contribution is an intergenerational Human Navigation Model explaining how direction and meaning are made, inherited, contested, and revised as external sources of authority weaken.

03

Background and Rationale

The rationale for this dissertation is empirical, theoretical, and timely. The contemporary decision environment combines technological change, AI-driven occupational reorganisation, cost-of-living pressures, conflict, and mobility in ways that make inherited paths less reliable. Across generations, these pressures are encountered at different life stages and against different histories of institutional trust, labour-market entry, and family expectation. The World Economic Forum's 2025 labour-market reporting identifies technological change, AI, geoeconomic fragmentation, and economic pressures as major drivers reshaping jobs and skills through the next decade; IMF and ILO reporting likewise highlights broad but uneven labour-market exposure, including gendered effects.4

The epistemic environment is also changing. UN reporting in 2025 called for stronger global measures against AI-generated deepfakes and broader content-authentication standards. Recent empirical work on speech deepfakes suggests a "skepticism shift": exposure to convincing synthetic speech does not simply increase vulnerability to false content; it can also reduce willingness to trust authentic speech. UNESCO-associated reporting likewise emphasizes that AI-generated falsification and hallucination can damage historical knowledge, public trust, and the authority of evidence itself. The question is therefore not only whether people are misinformed, but how they sustain judgement and direction when the boundary between signal and noise becomes unstable.5

War and forced displacement intensify this background. Although UNHCR reporting in 2026 notes a slight decline in displacement in 2025, total forced displacement remains historically high, with tens of millions displaced internally and across borders. Major life decisions are increasingly made under instability, relocation, interrupted careers, shifting borders, and insecure institutions — pressures experienced unevenly across generations and social positions.6

Theoretically, this project stands on a strong foundation. Beck, Giddens, and Bauman show how late-modern individuals increasingly construct biographies under unstable conditions. Rather than assume that authority simply disappears, the project examines how family, religion, professional expertise, the state, education, media, online communities, platforms, and the self make overlapping or competing claims to legitimate guidance. Kegan and Baxter Magolda illuminate internally generated meaning, McAdams explains narrated continuity, and agency theory treats action as embedded in past habits, imagined futures, and practical judgement in the present.7, 26

This dissertation addresses a substantive gap. Existing literatures on risk, identity, careers, adult development, agency, and misinformation do not yet provide an integrated, intergenerational account of how ordinary people generate direction and meaning when uncertainty is chronic and external sources of authority cannot decide on their behalf. The study does more than compare cohorts. It examines authority as a process of transmission: the norms, models of a worthwhile life, and relations of trust that people inherit from families and institutions; the ways they adapt, contest, or abandon them; and the orientations they may transmit onward. This makes it possible to analyse continuity, rupture, and revision across generations rather than treating generations as isolated categories.

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Research Questions and Aims

How do people in Generations X, Y, and Z generate direction and meaning as external sources of authority weaken under conditions of sustained uncertainty?

This question focuses on direction and meaning rather than metaphysical certainty or objectively "correct" outcomes. Direction is a provisional but actionable orientation toward commitments and next steps; meaning is a felt and narrated sense that these commitments are worthwhile and coherent. Human navigation is the recurrent process of interpreting conditions, assessing alternatives, consulting or resisting guidance, acting, revising, and integrating choices into a life story. A major life decision is a consequential choice — or prolonged non-choice — with material, relational, or identity implications. External sources of authority are recognised sources of guidance and legitimacy located beyond the individual, including family, religion, professions, the state, education, media, and communities; the study examines their weakening or reconfiguration rather than assuming their disappearance. Agency is the situated and relational capacity to formulate aims, mobilise resources, act, defer action strategically, or revise a course within constraint.

Chapter Questions

The five chapter questions operationalise the central question at the levels of authority, decision environments, situated agency, identity, and intergenerational mechanisms:

01

Authority

How have external sources of authority and authority scripts been reconfigured across generations?

02

Direction

How do sustained uncertainty and information environments shape how people generate direction and meaning in major life decisions?

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Agency

How do people exercise agency within structural constraints when external sources of authority are no longer decisive?

04

Identity

How do people construct and revise identity in relation to inherited and contested authority scripts?

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Integration

Which intergenerational mechanisms enable people to generate and sustain direction and meaning as external sources of authority weaken under conditions of sustained uncertainty?

Aims

The project has four linked aims. First, it maps how external sources of authority are weakened, pluralised, reconfigured, and transmitted across institutions, communities, media systems, and the self. Second, it identifies cross-generational similarities and differences in how people generate direction and meaning around work, relationships, mobility, study, care, and identity. Third, it explains how people exercise situated agency under uncertainty. Fourth, it produces an integrative Human Navigation Model linking authority, information environments, agency, identity, relationships, and meaning-making across generations. The project also asks how these resources are socially distributed, rather than assuming that they are equally available to everyone.

Analytic Scope

Generational boundaries will follow Pew's definitions: Generation X (1965–1980), Generation Y or Millennials (1981–1996), and Generation Z (1997–2012); only adult members of Generation Z will be recruited. Generations are treated as historically situated positions rather than fixed essences. The intergenerational contribution is to compare cohorts socialised under different authority regimes and to elicit which authority scripts — norms and expectations about legitimate life paths — participants inherited, revised, rejected, or expect to transmit. Comparisons will attend to the historical conditions in which cohorts entered adulthood, including shifts in work, media, family norms, and institutional trust. The design does not statistically disentangle age, cohort, and period effects.8

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Research Design and Methods

The dissertation is designed as a sequential, multi-stage qualitative study. Its logic is cumulative. Chapter one maps the transformation and reconfiguration of external authority; chapter two traces how sustained uncertainty and information environments enter concrete decisions; chapter three examines situated agency and self-trust; chapter four analyses identity and inherited authority scripts; and chapter five integrates the findings into a model of direction and meaning. This design is appropriate because the phenomenon concerns meaning-making, legitimacy, interpretation, memory, relationships, and self-formation rather than observable behaviour alone. Reflexive thematic analysis identifies patterned meaning across accounts; constructivist grounded theory generates theory from participants' perspectives; and narrative analysis attends to turning points, temporal sequencing, and narrated identity. A 30–50 interview core sample is justified by information power and meaning saturation rather than statistical representativeness.9

Chapter-Methods Matrix

ChapterMain dataSample and recruitmentInstrumentsAnalysisPlanned output
Ch. 1: AuthorityHistorical, theoretical, policy, and media texts; selected institutional documents, 1980–2026No participant sampleStructured review protocol; authority-source and transmission frameHistorical-theoretical review, interpretive synthesis, and conceptual mappingMap of authority change, fragmentation, redistribution, and intergenerational transmission
Ch. 2: DirectionSemi-structured interviews; decision timelines; field notes; participant-created authority and meaning mapsCore sample of 30–50 adults across Generations X, Y, and Z and contrasting countriesInterview guide on major decisions, uncertainty, information sources, guidance, direction, constraints, and actionReflexive thematic analysisCross-generational patterns of overload, filtering, delay, experimentation, and direction
Ch. 3: AgencySubset of core interviews plus theoretical-sampling additions if neededCore interview pool with targeted follow-up of participants who faced consequential decisions under uncertaintyPrompts on aims, internal criteria, constraints, relational support, action, strategic delay, delegation, revision, and self-trustConstructivist grounded theory with constant comparison and memoingMiddle-range theory of situated agency and provisional self-trust under uncertainty
Ch. 4: IdentityLife-story segments from interviews; turning-point and inherited-script narrativesSame core sample, with emphasis on participants who experienced identity shiftsLife-story prompts, turning-point elicitation, inherited-script prompts, and future-self promptsNarrative analysis of temporal structure, key scenes, identity claims, and plot formsNarrative account of identity adaptation and authority-script revision
Ch. 5: IntegrationIntegrated findings from prior chapters; analytic memos; concept mapsNo new core sample requiredCross-chapter synthesis protocol and model-building memosIntegrative synthesis and abductive theorisationIntergenerational Human Navigation Model

Sample and Recruitment Matrix

The recruitment strategy is purposive, comparative, and intergenerational rather than statistically representative. It seeks variation across generations, countries, decision types, and socio-technical contexts, including authority scripts described as inherited, revised, or rejected. Access points include professional and alumni networks, online communities, migration and reskilling groups, entrepreneurship forums, and social-media calls for participation. Interviews will be conducted primarily in English and Hebrew.

GenerationCountryTarget nPriority decision types
Generation XIsrael4late-career adaptation, caregiving/family, relocation under insecurity
Portugal3migration, late-career reinvention, partnership and place
United Kingdom3redundancy/reskilling, caregiving, divorce/repartnering
United States4entrepreneurship, relocation, work displacement
Generation YIsrael4career pivot, upskilling, family formation, migration
Portugal4mobility, freelance or startup work, relationship decisions
United Kingdom3burnout and reorientation, housing/family, retraining
United States4graduate study or retraining, entrepreneurship, tech-work uncertainty
Generation ZIsrael3education-to-work transition, post-conflict uncertainty, identity
Portugal3study-work mobility, precarious work, belonging
United Kingdom3first-job uncertainty, AI anxiety, identity experimentation
United States4degree value, entry-level job precarity, dating and identity

Total target sample: 42 interviews. This matrix is a target rather than a rigid quota system. If access conditions change, country cells may be adjusted while preserving the four core comparison axes: generation, decision type, socio-technical context, and relation to inherited authority scripts.

Data Collection Procedures

The empirical core will consist of semi-structured interviews of approximately 75–100 minutes. Each interview will include five components. The first elicits one to three major life decisions made or actively confronted in the past five years. The second reconstructs the process chronologically: uncertainty, information gathering, consultation, turning points, delay, action, and aftermath. The third uses an authority-source map, in which participants identify which sources of guidance they inherited, relied on, rejected, distrusted, or combined. The fourth examines agency through prompts about aims, constraints, available resources, relational support, action, strategic delay, delegation, and revision. The fifth uses life-story prompts to explore identity, meaning, and the authority scripts participants may retain, revise, or hope to transmit. Each interview situates the decision within its social and institutional context rather than treating it as a purely private choice.

A pilot stage will precede the full study. Four to six interviews will test the definitions of navigation, major life decisions, and agency; refine wording, temporal prompts, cross-generational comprehensibility, and the authority-mapping instrument; and test the intergenerational prompts. Pilot data may later be included if methodologically sound and ethically approved.

Analysis Procedures by Chapter

Chapter one will use a structured historical-theoretical review of late-modernity, agency and self-authorship literature, narrative-identity work, and selected policy and media texts from 1980–2026. Its goal is an interpretive map of the move from prescribed life scripts toward plural, contested, and reflexive sources of direction. The review will examine the reconfiguration of external authority across family, institutions, expertise, media, and platforms, as well as the shifting authority scripts transmitted across generations.

Chapter two will use reflexive thematic analysis. Coding will move from immersive reading to initial coding, theme development, review, and analytical writing. Attention will focus on how sustained uncertainty and information environments shape the formation of direction and meaning: whether they delay action, decentralise expertise, produce selective filtering, generate "micro-certainties," or increase experimentation. The unit of interest is not only what participants decide, but how decision environments reorganise the process of deciding.10

Chapter three will use constructivist grounded theory to generate theory about agency when external sources of authority are no longer decisive. Agency is treated as the situated capacity to formulate aims, mobilise resources and relationships, act, defer action strategically, delegate, or revise within constraint. Constant comparison, memoing, focused coding, and theoretical sampling will identify movement toward provisional self-trust, limited action, delegated action, or paralysis. The chapter will distinguish between feeling able to choose, having resources to act, and being able to revise a course after consequences become visible.11, 26

Chapter four will use narrative analysis. Interviews will be re-read for formative scenes, turning points, continuity strategies, moral vocabularies, future orientation, and inherited or revised authority scripts. The chapter asks how people construct and revise identity in relation to inherited expectations about legitimate life paths, and whether coherence is produced through redemption, experimentation, rupture, irony, or suspension. McAdams and Riessman provide the main conceptual anchors.12

Chapter five will integrate the findings abductively. The expected product is a model of the intergenerational mechanisms through which people generate and sustain direction and meaning as external sources of authority weaken under conditions of sustained uncertainty. Candidate domains include reconfigured authority, information filtering, situated agency and self-trust, values, relational anchoring, experimentation, identity narration, intergenerational inheritance and revision, and meaning consolidation.

Ethical Procedures

The project will undergo full institutional ethics review before fieldwork begins. All interviews will require written informed consent. Participants will be informed that they may stop the interview at any point, skip questions, or withdraw without penalty up to a clearly defined date. Data will be pseudonymized at transcription, with identifying details removed or masked. Because major life decisions may involve divorce, migration, work loss, war exposure, financial stress, or identity conflict, the interview guide will be designed to reduce coercion and avoid unnecessary intrusion. A distress protocol will be prepared, including pausing, redirecting, and providing referral information where appropriate.

Research Stages Flowchart

Historical and theoretical framing
Map external authority and authority scripts
Design interview guide and mapping instrument
Pilot interviews and revision
Recruitment across Generations X, Y, and Z
Semi-structured interviews and decision timelines
Reflexive thematic analysis
Constructivist grounded theory
Narrative analysis
Cross-chapter synthesis
Intergenerational Human Navigation Model
Articles, dissertation, and research tool
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Timeline and Research Stages

The following timeline assumes a four-year doctoral schedule. It prioritizes early conceptual consolidation, timely ethics approval, concentrated fieldwork, and staggered analysis so that chapter writing begins before all interviewing is complete.

Work package
Y1H1Y1H2Y2H1Y2H2Y3H1Y3H2Y4H1Y4H2
Proposal refinement and supervisory framing
Y1H1–Y1H2
Literature review and chapter one corpus building
Y1H1–Y2H1
Ethics submission and approval
Y1H2–Y2H1
Pilot interviews and interview-guide revision
Y1H2–Y2H1
Core recruitment
Y2H1–Y2H2
Core interviews
Y2H1–Y3H1
Chapter two thematic analysis
Y2H2–Y3H1
Chapter three grounded-theory analysis
Y2H2–Y3H2
Chapter four narrative analysis
Y3H1–Y3H2
Chapter five model integration
Y3H2–Y4H1
Article drafting and conference papers
Y2H2–Y4H1
Dissertation writing, revision, and submission
Y3H2–Y4H2
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Expected Outputs, Feasibility, and Fit

The principal output will be a dissertation ending in the Human Navigation or Human Compass Model. The model is expected to be relational, temporal, and intergenerational rather than linear. It will specify links among external sources of authority, information environments, situated agency, self-trust, values, relationships, experimentation, identity narration, and meaning. Its contribution is to avoid treating direction as a private trait: direction and meaning emerge through inherited scripts, structural constraints, social relationships, and self-authored commitments.13

A second output will be a set of publishable articles: one on the reconfiguration of external authority and intergenerational scripts; one on cross-generational direction-making under sustained uncertainty and information overload; one on situated agency, self-trust, and narrative identity; and one conceptual article on the Human Navigation Model. A third output could be a practical research tool consisting of the authority-source map, an agency-and-constraint interview module, and a methodological note on researching major decisions under chronic uncertainty.

The project is feasible for three reasons. First, the design is coherent: all empirical chapters draw from the same core interview corpus, reducing the burden of managing multiple unrelated datasets. Second, participant access is plausible through remote interviewing, network-based recruitment, and a multilingual but manageable language strategy centred on English and Hebrew. Third, the project is methodologically ambitious but not fragmented: each analytic step has a clear function and feeds the next.

There are important limitations. Generational categories are heuristics rather than ontological groups, and qualitative comparison cannot statistically separate age, cohort, and period effects. Retrospective interviews risk hindsight bias and narrative smoothing. Cross-country comparison adds language, class, and context asymmetries; the Portugal cell may skew toward mobile, educated English speakers. The study does not recruit matched parent-child dyads, so intergenerational claims about transmission are interpretive rather than causal.

Best-Fit Department Types

Department or program typeWhy it fits this project
SociologyStrong fit for authority, institutions, modernity, biography, and inequality
Social psychologyStrong fit for judgment, agency, identity, self-trust, and meaning-making
Science and Technology StudiesStrong fit for authority, expertise, digital media, AI, and epistemic change
Futures StudiesStrong fit for uncertainty, anticipatory action, and social navigation under rapid change
Interdisciplinary social-science programsStrong fit if the institution supports mixed theory traditions and qualitative depth

Promising Journals by Chapter Fit

JournalBest fit
SociologyChapter one, chapter five
Theory, Culture & SocietyChapter one, chapter five
Social Studies of ScienceChapter one, chapter five
AI & SocietyChapter one, chapter two, chapter five
New Media & SocietyChapter two, chapter four
Information, Communication & SocietyChapter two
Journal of Adult DevelopmentChapter three, chapter four
FuturesChapter five
Journal of Vocational Behavior / Career Development QuarterlyChapter two, chapter three, if the emphasis shifts toward work and vocational choice
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Prioritized Bibliography

The references below are grouped by priority. Each entry's bracketed number links to its full citation and URL at the bottom of the page.

Primary, Official, and Current-Context Sources

  • Pew Research Center. Defining generations: Where Millennials end and Generation Z begins. Core source for cohort boundaries and the rationale for treating generations as analytic tools rather than fixed essences. 8
  • World Economic Forum. Future of Jobs Report 2025. Use for macro labor-market context, skill disruption, and the interaction of technology, AI, and geopolitical fragmentation. 14
  • International Monetary Fund. AI and labor-market impact. Publicly cited by IMF leadership as affecting roughly 60% of jobs in advanced economies and 40% globally. 15
  • International Labour Organization. Gendered exposure of jobs to generative AI. Important for the labor-market rationale and for avoiding gender-neutral assumptions about uncertainty. 16
  • Henseke, G. Generative AI at Work: From Exposure to Adoption across 35 European Countries. Valuable current empirical evidence on workplace diffusion and unequal uptake. 17
  • International Telecommunication Union. UN report urging stronger measures against deepfakes. Important official policy context for synthetic media and authentication infrastructures. 18
  • UNESCO and World Jewish Congress reporting on AI misinformation and synthetic falsification. Useful for framing epistemic harms and crisis-of-knowing literature in public-policy terms. 19
  • UNHCR. Global Trends 2026 reporting. Essential context source for conflict, mobility, precarious futures, and the normalization of chronic insecurity. 6

Seminal Theoretical Sources

  • Beck, Ulrich. Risk Society: Towards a New Modernity. Foundational for theorizing manufactured uncertainty and reflexive modernity. 20
  • Giddens, Anthony. Modernity and Self-Identity: Self and Society in the Late Modern Age. Foundational for reflexive biography and self-construction under late modernity. 21
  • Bauman, Zygmunt. Liquid Modernity. Foundational for instability, fluid social forms, and the weakening of durable scripts. 22
  • Kegan, Robert. In Over Our Heads: The Mental Demands of Modern Life. Essential for the psychological and developmental demands of contemporary complexity. 23
  • Baxter Magolda, Marcia. Three Elements of Self-Authorship and related self-authorship work. Crucial for chapter three and chapter four. 24
  • McAdams, Dan P. What Do We Know When We Know a Person?; The psychological self as actor, agent, and author; narrative-identity corpus. Foundational for chapter four. 25
  • Emirbayer, Mustafa, and Ann Mische. What Is Agency? American Journal of Sociology, 103(4), 962–1023. Essential for conceptualizing agency as temporally embedded, relational, and situated in structural conditions. 26
  • Schwartz, Barry. The Paradox of Choice: Why More Is Less. Important for theorizing choice overload, maximization, and decision dissatisfaction. 27
  • Kahneman, Daniel. Thinking, Fast and Slow. Important for bounded rationality, overconfidence, and decision heuristics under uncertainty. 28

Methods Sources

  • Braun, Virginia, and Victoria Clarke. Using thematic analysis in psychology. Core source for chapter two. 29
  • Charmaz, Kathy. Constructing Grounded Theory. Core source for chapter three and for theory generation from interview data. 11
  • Riessman, Catherine Kohler. Narrative Methods for the Human Sciences. Core source for chapter four. 30
  • Malterud, Kirsti, et al. Sample Size in Qualitative Interview Studies: Guided by Information Power; Hennink and Kaiser on code versus meaning saturation. Important for justifying the 30–50 interview range. 31

Recent AI, STS, and Epistemic-Trust Sources

  • Malone, Emmie, et al. When Trust is Zero Sum: Automation Threat to Epistemic Agency. Highly relevant for this project's original contribution on who gets to know and decide under automation. 32
  • Müller, R. M., and K. Choong. From seeing to believing: Deepfakes, cognitive dissonance, and the erosion of trust in real speech. Strong recent evidence for the wider epistemic effects of synthetic media. 33
  • Mai, Kimberly T., et al. Warning: Humans Cannot Reliably Detect Speech Deepfakes. Important for grounding claims about detection difficulty. 34
  • Ahmed, Saifuddin. Navigating the maze: Deepfakes, cognitive ability, and social media news skepticism. Important for linking skepticism, cognition, and social-media environments. 35
  • Ahmed, Saifuddin, et al. Social media news use amplifies the illusory truth effects of viral deepfakes and related 2024–2025 work on misinformation, distrust, and political effects. Highly relevant for chapter two. 36
  • Tomlinson, Bill, et al. Working with AI: Measuring the occupational implications of generative AI. Useful for chapter two if the final dissertation tilts more strongly toward work and career decision-making. 37
  • De Paoli, Stefano, and Walter Stan Mathis. Recent work on inductive thematic saturation. Useful if an appendix defending qualitative sample completion is needed. 38

References

  1. Cuatro de cada diez trabajadores españoles deberá mejorar sus habilidades para tener un empleo en 2030 — elpais.com
  2. Risk society — en.wikipedia.org/wiki/Risk_society
  3. Thematic analysis — en.wikipedia.org/wiki/Thematic_analysis
  4. UN report urges stronger measures to detect AI-driven deepfakes — reuters.com
  5. UNHCR says fewer people displaced worldwide in 2025 but long-term refugee crisis persists — reuters.com
  6. Where Millennials end and Generation Z begins | Pew Research Center — pewresearch.org
  7. Kathy Charmaz — en.wikipedia.org/wiki/Kathy_Charmaz
  8. Dan P. McAdams — en.wikipedia.org/wiki/Dan_P._McAdams
  9. When Trust is Zero Sum: Automation Threat to Epistemic Agency — arxiv.org/abs/2408.08846
  10. Young will suffer most when AI 'tsunami' hits jobs, says head of IMF — theguardian.com
  11. AI poses a bigger threat to women's work, than men's, says report — reuters.com
  12. Generative AI at Work: From Exposure to Adoption across 35 European Countries — arxiv.org/abs/2604.18849
  13. AI could help spread false and misleading information on Holocaust, UNESCO report warns — apnews.com
  14. Anthony Giddens — en.wikipedia.org/wiki/Anthony_Giddens
  15. Modernidade líquida — pt.wikipedia.org
  16. Adult development — en.wikipedia.org/wiki/Adult_development
  17. Self-authorship — en.wikipedia.org/wiki/Self-authorship
  18. Emirbayer and Mische, What Is Agency? — doi.org/10.1086/231294
  19. The Paradox of Choice — en.wikipedia.org/wiki/The_Paradox_of_Choice
  20. Thinking, Fast and Slow — en.wikipedia.org/wiki/Thinking,_Fast_and_Slow
  21. Using Thematic Analysis in Psychology — en.wikipedia.org/wiki/Using_Thematic_Analysis_in_Psychology
  22. Catherine Kohler Riessman — en.wikipedia.org/wiki/Catherine_Kohler_Riessman
  23. Eroding Trust in Real Speech: A Large-Scale Study of Human Audio Deepfake Perception — arxiv.org/abs/2605.26136
  24. Warning: Humans Cannot Reliably Detect Speech Deepfakes — arxiv.org/abs/2301.07829
  25. Saifuddin Ahmed (academic) — en.wikipedia.org/wiki/Saifuddin_Ahmed
  26. Working with AI: Measuring the Applicability of Generative AI to Occupations — arxiv.org/abs/2507.07935
  27. Reflections on Inductive Thematic Saturation as a potential metric for measuring the validity of an inductive Thematic Analysis with LLMs — arxiv.org/abs/2401.03239