1{"text": "{\"genre\":\"empirical\",\"subfield\":\"household_finance\",\"subfield_secondary\":\"behavioral_finance\",\"primary_method\":\"reduced_form_regression\",\"identification\":{\"estimand\":\"Association between an individual's self-efficacy (Pearlin Mastery score percentile) and indicators of financial delinquency, its consequences, and financial preparedness, plus heterogeneity after job-loss and health shocks\",\"strategy\":\"Linear probability models on NLSY panel data. These condition on cognitive ability, risk tolerance, time preference, education, income, net worth and Big-Five traits. Sibling-group (mother) fixed effects absorb shared family background, and interactions with shocks and parental net worth capture heterogeneity.\",\"key_assumptions\":[\"Conditional on observed abilities, preferences and socioeconomic controls, remaining variation in self-efficacy is not driven by omitted factors that also affect distress\",\"Within-sibling differences in self-efficacy are not correlated with unobserved determinants of delinquency\",\"Self-efficacy is relatively stable over time, so it is not mechanically caused by distress\"],\"threats_addressed\":[\"confounding by cognitive ability and preferences\",\"confounding by education, earnings and net worth\",\"shared parental support (sibling fixed effects)\",\"other personality traits (Big-Five)\",\"higher indebtedness as alternative explanation\",\"optimism and time preferences as alternative hypotheses\",\"sample construction and measurement of self-efficacy\"],\"causal_language_strength\":3,\"uses_causal_claim\":true},\"abstract_moves\":{\"question\":{\"present\":true,\"sentence_index\":0},\"gap\":{\"present\":false,\"sentence_index\":-1},\"method\":{\"present\":false,\"sentence_index\":-1},\"results\":{\"present\":true,\"sentence_index\":1},\"magnitude\":{\"present\":false,\"sentence_index\":-1},\"contribution\":{\"present\":true,\"sentence_index\":3}},\"introduction\":{\"moves\":[{\"paragraph_index\":0,\"move\":\"motivation\"},{\"paragraph_index\":1,\"move\":\"preview_of_approach\"},{\"paragraph_index\":1,\"move\":\"related_literature_positioning\"},{\"paragraph_index\":1,\"move\":\"mechanism_or_theory_sketch\"},{\"paragraph_index\":2,\"move\":\"identification_defense\"},{\"paragraph_index\":2,\"move\":\"robustness_mention\"},{\"paragraph_index\":3,\"move\":\"preview_of_results\"},{\"paragraph_index\":4,\"move\":\"preview_of_results\"},{\"paragraph_index\":4,\"move\":\"other\"},{\"paragraph_index\":5,\"move\":\"related_literature_positioning\"},{\"paragraph_index\":5,\"move\":\"contribution_statement\"},{\"paragraph_index\":6,\"move\":\"related_literature_positioning\"},{\"paragraph_index\":7,\"move\":\"roadmap\"}],\"contribution_paragraph_index\":5,\"contribution_types\":[\"new_evidence\"],\"roadmap_present\":true,\"literature_positioning_location\":\"inside_introduction\"},\"section_roles\":[{\"idx\":0,\"role\":\"introduction\"},{\"idx\":1,\"role\":\"theory\"},{\"idx\":2,\"role\":\"data\"},{\"idx\":3,\"role\":\"results\"},{\"idx\":4,\"role\":\"robustness\"},{\"idx\":5,\"role\":\"conclusion\"}],\"results_presentation\":{\"economic_significance_discussed\":true,\"statistical_significance_language\":\"stars_and_tstats\",\"magnitude_statements_in_intro\":true},\"robustness\":{\"location\":\"main_text_section\",\"types\":[\"alternative_specification\",\"alternative_measure\",\"subsample\",\"other\"]},\"tables\":{\"convention_notes\":\"Notes open by stating what the table reports, then define the dependent-variable indicators and sample restrictions. Most coefficient tables are linear probability models with standard errors clustered by individual. Self-efficacy enters as a percentile rank. The correlation table marks 5% significance with an asterisk. Robustness tables are organized in panels covering survey weights, person-level collapse and alternative measures.\",\"units_stated_in_notes\":true,\"standard_errors_description\":\"clustered\"},\"figures\":{\"uncertainty_shown\":\"mixed\"},\"conclusion\":{\"bounded_claims\":true,\"policy_implications\":true,\"open_questions\":false,\"restates_contribution\":true},\"hedging\":{\"level\":\"moderate\",\"typical_devices\":[\"predicts/correlated wording alongside effect wording\",\"explicit caveat that relationships may not be causal\",\"'consistent with' framing of mechanism\",\"acknowledgment that omitted variables bias is possible\",\"'appear to' qualifiers\"]},\"claim_evidence\":[{\"claim\":\"Higher self-efficacy is associated with lower delinquency on debt and bill payments\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table III; Figure 2\"},{\"claim\":\"Higher self-efficacy is associated with fewer collections, foreclosures, repossessions and credit-related consequences\",\"evidence_type\":\"table\",\"evidence_ref\":\"Tables IV and V\"},{\"claim\":\"The negative relation survives sibling-group fixed effects, so shared parental support does not drive it\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table VI\"},{\"claim\":\"The self-efficacy–default relation is strongest for individuals from the poorest parental backgrounds\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table VII\"},{\"claim\":\"A one-SD increase in self-efficacy raises the likelihood of emergency savings by about 2 percentage points\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table VIII\"},{\"claim\":\"Older adults with higher self-efficacy save, plan for retirement and buy long-term care insurance more\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table IX\"},{\"claim\":\"Low self-efficacy individuals default much more after job loss or illness; high self-efficacy individuals show little increase\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table X\"},{\"claim\":\"Results are robust to Big-Five traits, optimism, time preferences, survey weights and alternative self-efficacy measures\",\"evidence_type\":\"table\",\"evidence_ref\":\"Tables XI and XII\"},{\"claim\":\"Self-efficacy is relatively stable over the life course\",\"evidence_type\":\"prior_literature\",\"evidence_ref\":\"Gecas (1989); Section II.C\"}],\"structural_summary\":\"The paper motivates the question with intertemporal trade-offs, where perceived effectiveness of costly actions shapes decisions. It then sketches an effort-choice mechanism and previews the approach: survey panel regressions with rich controls and sibling fixed effects. Results are previewed with magnitudes and an explicit non-causality caveat. Positioning is against the cognitive-ability and subjective-expectations literatures, followed by a roadmap. A conceptual section defines and measures self-efficacy, and the data section documents the stability of the measure. Results then proceed from delinquency to its consequences, the parental-support mechanism, preparedness, and shock interactions. A separate section addresses alternative hypotheses and robustness. The conclusion restates the findings and notes that noncognitive skills may be malleable.\",\"writing_profile_keywords\":[\"household finance\",\"noncognitive skills\",\"survey panel data\",\"linear probability models\",\"sibling fixed effects\",\"heterogeneity by shocks\",\"explicit causality caveat\",\"psychology-informed\"],\"confidence\":0.82,\"notes\":\"Causal wording ('effects', 'determinant', 'raises') coexists with an explicit caveat that the estimated relationships may not be causal. I therefore coded strength 3. Section IV's rule-based role was 'theory', but its content is alternative hypotheses and robustness. Section I is a conceptual/mechanism section without a formal model and is coded as theory. Magnitudes appear in the introduction but not in the abstract.\"}", "json": {"genre": "empirical", "subfield": "household_finance", "subfield_secondary": "behavioral_finance", "primary_method": "reduced_form_regression", "identification": {"estimand": "Association between an individual's self-efficacy (Pearlin Mastery score percentile) and indicators of financial delinquency, its consequences, and financial preparedness, plus heterogeneity after job-loss and health shocks", "strategy": "Linear probability models on NLSY panel data. These condition on cognitive ability, risk tolerance, time preference, education, income, net worth and Big-Five traits. 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Robustness tables are organized in panels covering survey weights, person-level collapse and alternative measures.", "units_stated_in_notes": true, "standard_errors_description": "clustered"}, "figures": {"uncertainty_shown": "mixed"}, "conclusion": {"bounded_claims": true, "policy_implications": true, "open_questions": false, "restates_contribution": true}, "hedging": {"level": "moderate", "typical_devices": ["predicts/correlated wording alongside effect wording", "explicit caveat that relationships may not be causal", "'consistent with' framing of mechanism", "acknowledgment that omitted variables bias is possible", "'appear to' qualifiers"]}, "claim_evidence": [{"claim": "Higher self-efficacy is associated with lower delinquency on debt and bill payments", "evidence_type": "table", "evidence_ref": "Table III; Figure 2"}, {"claim": "Higher self-efficacy is associated with fewer collections, foreclosures, repossessions and credit-related consequences", "evidence_type": "table", "evidence_ref": "Tables IV and V"}, {"claim": "The negative relation survives sibling-group fixed effects, so shared parental support does not drive it", "evidence_type": "table", "evidence_ref": "Table VI"}, {"claim": "The self-efficacy–default relation is strongest for individuals from the poorest parental backgrounds", "evidence_type": "table", "evidence_ref": "Table VII"}, {"claim": "A one-SD increase in self-efficacy raises the likelihood of emergency savings by about 2 percentage points", "evidence_type": "table", "evidence_ref": "Table VIII"}, {"claim": "Older adults with higher self-efficacy save, plan for retirement and buy long-term care insurance more", "evidence_type": "table", "evidence_ref": "Table IX"}, {"claim": "Low self-efficacy individuals default much more after job loss or illness; high self-efficacy individuals show little increase", "evidence_type": "table", "evidence_ref": "Table X"}, {"claim": "Results are robust to Big-Five traits, optimism, time preferences, survey weights and alternative self-efficacy measures", "evidence_type": "table", "evidence_ref": "Tables XI and XII"}, {"claim": "Self-efficacy is relatively stable over the life course", "evidence_type": "prior_literature", "evidence_ref": "Gecas (1989); Section II.C"}], "structural_summary": "The paper motivates the question with intertemporal trade-offs, where perceived effectiveness of costly actions shapes decisions. It then sketches an effort-choice mechanism and previews the approach: survey panel regressions with rich controls and sibling fixed effects. Results are previewed with magnitudes and an explicit non-causality caveat. Positioning is against the cognitive-ability and subjective-expectations literatures, followed by a roadmap. A conceptual section defines and measures self-efficacy, and the data section documents the stability of the measure. Results then proceed from delinquency to its consequences, the parental-support mechanism, preparedness, and shock interactions. A separate section addresses alternative hypotheses and robustness. 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