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1{"text": "{\"genre\":\"empirical\",\"subfield\":\"behavioral_finance\",\"subfield_secondary\":\"financial_intermediation_banking\",\"primary_method\":\"survey_or_experiment\",\"identification\":{\"estimand\":\"Effect of nonincentivized rank feedback and of payout-relevant tournament incentives on the share invested in a risky asset, conditional on prior rank, compared with a linear-incentive baseline.\",\"strategy\":\"Randomized between-subject treatments (baseline, ranking, tournament) run as lab-in-the-field experiments with professionals, lab experiments with students, and further treatments varying frame, payoff recipient, and identity prime. Analysis uses random-effects panel regressions with AR(1) disturbances and probit models.\",\"key_assumptions\":[\"Random assignment of participants to treatments\",\"Experimental investment choices reflect real-world preferences\",\"Rank feedback is anonymous and does not affect payoffs in the ranking treatment\"],\"threats_addressed\":[\"Professional identity importing (identity priming treatments)\",\"Investment framing (abstract lottery frame)\",\"Payoff consequences (family return treatment)\",\"Gender composition\",\"Subject-pool differences (student comparison)\"],\"causal_language_strength\":4,\"uses_causal_claim\":true},\"abstract_moves\":{\"question\":{\"present\":true,\"sentence_index\":1},\"gap\":{\"present\":true,\"sentence_index\":0},\"method\":{\"present\":true,\"sentence_index\":1},\"results\":{\"present\":true,\"sentence_index\":2},\"magnitude\":{\"present\":false,\"sentence_index\":-1},\"contribution\":{\"present\":false,\"sentence_index\":-1}},\"introduction\":{\"moves\":[{\"paragraph_index\":0,\"move\":\"motivation\"},{\"paragraph_index\":0,\"move\":\"mechanism_or_theory_sketch\"},{\"paragraph_index\":1,\"move\":\"preview_of_approach\"},{\"paragraph_index\":1,\"move\":\"preview_of_results\"},{\"paragraph_index\":2,\"move\":\"preview_of_approach\"},{\"paragraph_index\":2,\"move\":\"preview_of_results\"},{\"paragraph_index\":3,\"move\":\"tension_or_puzzle\"},{\"paragraph_index\":3,\"move\":\"robustness_mention\"},{\"paragraph_index\":5,\"move\":\"contribution_statement\"},{\"paragraph_index\":5,\"move\":\"related_literature_positioning\"},{\"paragraph_index\":6,\"move\":\"related_literature_positioning\"},{\"paragraph_index\":7,\"move\":\"related_literature_positioning\"},{\"paragraph_index\":8,\"move\":\"policy_or_broader_implication\"}],\"contribution_paragraph_index\":5,\"contribution_types\":[\"new_evidence\"],\"roadmap_present\":false,\"literature_positioning_location\":\"inside_introduction\"},\"section_roles\":[{\"idx\":0,\"role\":\"introduction\"},{\"idx\":1,\"role\":\"results\"},{\"idx\":2,\"role\":\"results\"},{\"idx\":3,\"role\":\"robustness\"},{\"idx\":4,\"role\":\"conclusion\"}],\"results_presentation\":{\"economic_significance_discussed\":false,\"statistical_significance_language\":\"unclear\",\"magnitude_statements_in_intro\":false},\"robustness\":{\"location\":\"main_text_section\",\"types\":[\"alternative_specification\",\"subsample\",\"other\"]},\"tables\":{\"convention_notes\":\"Each table reports random-effects panel regressions with AR(1) disturbances, or probit estimates, of risky-asset share on treatment and rank variables. Notes define the dependent variable and the lagged return controls.\",\"units_stated_in_notes\":true,\"standard_errors_description\":\"unclear\"},\"figures\":{\"uncertainty_shown\":\"unclear\"},\"conclusion\":{\"bounded_claims\":true,\"policy_implications\":true,\"open_questions\":true,\"restates_contribution\":true},\"hedging\":{\"level\":\"moderate\",\"typical_devices\":[\"results suggest\",\"could\",\"may indicate\",\"consistent with\",\"less clear-cut\"]},\"claim_evidence\":[{\"claim\":\"Underperforming professionals take more risk when a nonincentivized ranking is shown, relative to baseline\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table I; Figure 1\"},{\"claim\":\"Students respond only to payout-relevant tournament rankings, not to pure rank feedback\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table II; Figure 2\"},{\"claim\":\"Rank-driven risk-taking differs between professionals and students\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table III\"},{\"claim\":\"The rank effect is robust to an abstract lottery frame and to family-return payoffs\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table IV; Figure 4\"},{\"claim\":\"The rank effect persists under private-identity priming, with no gender differences\",\"evidence_type\":\"table\",\"evidence_ref\":\"Table V; Figure 5\"},{\"claim\":\"Professionals report stronger preferences for relative performance than students\",\"evidence_type\":\"figure\",\"evidence_ref\":\"Figure 3\"}],\"structural_summary\":\"The introduction motivates the paper with tournament incentives and the financial crisis, then splits incentives into monetary and nonmonetary rank components. It previews the professional experiment, a student comparison, and identity-transfer tests, followed by three literature contributions and a list of policy implications. The body has one section per experiment (professionals, students), then a section of additional experiments on identity and framing. The conclusion restates findings, discusses possible sources of the effect (self-selection, industry culture), gives implications for regulators and employers, and calls for future research.\",\"writing_profile_keywords\":[\"lab-in-the-field experiment\",\"financial professionals\",\"rank incentives\",\"subject-pool comparison\",\"social identity\",\"policy implications\"],\"confidence\":0.8,\"notes\":\"The abstract text is truncated and includes the first line of the introduction. Introduction paragraph 4 is a fragment split into single-word items. The significance reporting convention is not visible in the table notes shown.\"}", "json": {"genre": "empirical", "subfield": "behavioral_finance", "subfield_secondary": "financial_intermediation_banking", "primary_method": "survey_or_experiment", "identification": {"estimand": "Effect of nonincentivized rank feedback and of payout-relevant tournament incentives on the share invested in a risky asset, conditional on prior rank, compared with a linear-incentive baseline.", "strategy": "Randomized between-subject treatments (baseline, ranking, tournament) run as lab-in-the-field experiments with professionals, lab experiments with students, and further treatments varying frame, payoff recipient, and identity prime. Analysis uses random-effects panel regressions with AR(1) disturbances and probit models.", "key_assumptions": ["Random assignment of participants to treatments", "Experimental investment choices reflect real-world preferences", "Rank feedback is anonymous and does not affect payoffs in the ranking treatment"], "threats_addressed": ["Professional identity importing (identity priming treatments)", "Investment framing (abstract lottery frame)", "Payoff consequences (family return treatment)", "Gender composition", "Subject-pool differences (student comparison)"], "causal_language_strength": 4, "uses_causal_claim": true}, "abstract_moves": {"question": {"present": true, "sentence_index": 1}, "gap": {"present": true, "sentence_index": 0}, "method": {"present": true, "sentence_index": 1}, "results": {"present": true, "sentence_index": 2}, "magnitude": {"present": false, "sentence_index": -1}, "contribution": {"present": false, "sentence_index": -1}}, "introduction": {"moves": [{"paragraph_index": 0, "move": "motivation"}, {"paragraph_index": 0, "move": "mechanism_or_theory_sketch"}, {"paragraph_index": 1, "move": "preview_of_approach"}, {"paragraph_index": 1, "move": "preview_of_results"}, {"paragraph_index": 2, "move": "preview_of_approach"}, {"paragraph_index": 2, "move": "preview_of_results"}, {"paragraph_index": 3, "move": "tension_or_puzzle"}, {"paragraph_index": 3, "move": "robustness_mention"}, {"paragraph_index": 5, "move": "contribution_statement"}, {"paragraph_index": 5, "move": "related_literature_positioning"}, {"paragraph_index": 6, "move": "related_literature_positioning"}, {"paragraph_index": 7, "move": "related_literature_positioning"}, {"paragraph_index": 8, "move": "policy_or_broader_implication"}], "contribution_paragraph_index": 5, "contribution_types": ["new_evidence"], "roadmap_present": false, "literature_positioning_location": "inside_introduction"}, "section_roles": [{"idx": 0, "role": "introduction"}, {"idx": 1, "role": "results"}, {"idx": 2, "role": "results"}, {"idx": 3, "role": "robustness"}, {"idx": 4, "role": "conclusion"}], "results_presentation": {"economic_significance_discussed": false, "statistical_significance_language": "unclear", "magnitude_statements_in_intro": false}, "robustness": {"location": "main_text_section", "types": ["alternative_specification", "subsample", "other"]}, "tables": {"convention_notes": "Each table reports random-effects panel regressions with AR(1) disturbances, or probit estimates, of risky-asset share on treatment and rank variables. Notes define the dependent variable and the lagged return controls.", "units_stated_in_notes": true, "standard_errors_description": "unclear"}, "figures": {"uncertainty_shown": "unclear"}, "conclusion": {"bounded_claims": true, "policy_implications": true, "open_questions": true, "restates_contribution": true}, "hedging": {"level": "moderate", "typical_devices": ["results suggest", "could", "may indicate", "consistent with", "less clear-cut"]}, "claim_evidence": [{"claim": "Underperforming professionals take more risk when a nonincentivized ranking is shown, relative to baseline", "evidence_type": "table", "evidence_ref": "Table I; Figure 1"}, {"claim": "Students respond only to payout-relevant tournament rankings, not to pure rank feedback", "evidence_type": "table", "evidence_ref": "Table II; Figure 2"}, {"claim": "Rank-driven risk-taking differs between professionals and students", "evidence_type": "table", "evidence_ref": "Table III"}, {"claim": "The rank effect is robust to an abstract lottery frame and to family-return payoffs", "evidence_type": "table", "evidence_ref": "Table IV; Figure 4"}, {"claim": "The rank effect persists under private-identity priming, with no gender differences", "evidence_type": "table", "evidence_ref": "Table V; Figure 5"}, {"claim": "Professionals report stronger preferences for relative performance than students", "evidence_type": "figure", "evidence_ref": "Figure 3"}], "structural_summary": "The introduction motivates the paper with tournament incentives and the financial crisis, then splits incentives into monetary and nonmonetary rank components. It previews the professional experiment, a student comparison, and identity-transfer tests, followed by three literature contributions and a list of policy implications. The body has one section per experiment (professionals, students), then a section of additional experiments on identity and framing. The conclusion restates findings, discusses possible sources of the effect (self-selection, industry culture), gives implications for regulators and employers, and calls for future research.", "writing_profile_keywords": ["lab-in-the-field experiment", "financial professionals", "rank incentives", "subject-pool comparison", "social identity", "policy implications"], "confidence": 0.8, "notes": "The abstract text is truncated and includes the first line of the introduction. Introduction paragraph 4 is a fragment split into single-word items. The significance reporting convention is not visible in the table notes shown."}, "model": "claude-opus-5-5", "stop_reason": "end_turn", "latency_s": 15.38, "usage": {"input": 7582, "output": 1993, "cache_read": 3968, "cache_write": 0}, "cost_usd": 0.070982, "request_id": "req_011Cggq5TJEKhimziquDM3Kf", "cached": false, "ts": "2026-11-03T23:03:46+00:00", "effort": "medium"}
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