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1{2 "validation_errors": [3  "Additional properties are not allowed ('claim_evidence', 'confidence', 'notes', 'structural_summary', 'writing_profile_keywords' were unexpected) @ hedging"4 ],5 "doc_id": "jof_12542",6 "ontology_version": "1.0",7 "prompt_version": "1.0",8 "model": "claude-opus-5-5",9 "effort": "medium",10 "annotated_at": "2026-11-03T22:59:34+00:00",11 "source_sha256": "b29a4217fefa017878b5e283eb9c6fe598903368d719ca608853fc3664f1368d",12 "parser": "pymupdf-jof-heuristics-1.3",13 "payload_chars": 20662,14 "usage": {15  "input": 6854,16  "output": 2242,17  "cache_read": 3968,18  "cache_write": 019 },20 "cost_usd": 0.07305,21 "request_id": "req_011CggpkgFa27VHncb9jkV9D",22 "annotation": {23  "genre": "mixed_theory_empirical",24  "subfield": "asset_pricing",25  "subfield_secondary": "corporate_finance (theory of the firm, internal capital allocation in mutual fund firms)",26  "primary_method": "reduced_form_regression",27  "identification": {28   "estimand": "Change in manager value added (excess return over benchmark times AUM) following a firm-initiated capital reallocation (promotion/demotion), bounded from below",29   "strategy": "Panel regressions of manager value added on firm capital reallocation dummies, with counterfactual adjustments (e.g., excluding poorly performing funds, filling in zeros for fired managers) to produce a lower bound; external-hire comparisons and probit predictability tests support the information channel",30   "key_assumptions": [31    "Vanguard index fund benchmarks correctly measure the investor's alternative investment opportunity",32    "Counterfactual adjustments yield a conservative lower bound",33    "Null hypothesis that reallocation decisions add no value is the appropriate test"34   ],35   "threats_addressed": [36    "Endogeneity of manager moves in firm/manager fixed-effects attribution models",37    "Survivorship from managers dropping out after demotion",38    "Predictability of reallocations from public information",39    "Behavioral explanations such as investor inattention (acknowledged, not ruled out)"40   ],41   "causal_language_strength": 4,42   "uses_causal_claim": true43  },44  "abstract_moves": {45   "question": {46    "present": true,47    "sentence_index": 048   },49   "gap": {50    "present": false,51    "sentence_index": -152   },53   "method": {54    "present": true,55    "sentence_index": 056   },57   "results": {58    "present": true,59    "sentence_index": 160   },61   "magnitude": {62    "present": true,63    "sentence_index": 164   },65   "contribution": {66    "present": true,67    "sentence_index": 068   }69  },70  "introduction": {71   "moves": [72    {73     "paragraph_index": 0,74     "move": "contribution_statement"75    },76    {77     "paragraph_index": 0,78     "move": "motivation"79    },80    {81     "paragraph_index": 0,82     "move": "preview_of_results"83    },84    {85     "paragraph_index": 1,86     "move": "mechanism_or_theory_sketch"87    },88    {89     "paragraph_index": 1,90     "move": "preview_of_results"91    },92    {93     "paragraph_index": 1,94     "move": "related_literature_positioning"95    },96    {97     "paragraph_index": 2,98     "move": "other"99    },100    {101     "paragraph_index": 3,102     "move": "roadmap"103    }104   ],105   "contribution_paragraph_index": 0,106   "contribution_types": [107    "new_evidence",108    "new_theory_or_model"109   ],110   "roadmap_present": true,111   "literature_positioning_location": "both"112  },113  "section_roles": [114   {115    "idx": 0,116    "role": "introduction"117   },118   {119    "idx": 1,120    "role": "literature"121   },122   {123    "idx": 2,124    "role": "theory"125   },126   {127    "idx": 3,128    "role": "data"129   },130   {131    "idx": 4,132    "role": "data"133   },134   {135    "idx": 5,136    "role": "results"137   },138   {139    "idx": 6,140    "role": "results"141   },142   {143    "idx": 7,144    "role": "results"145   },146   {147    "idx": 8,148    "role": "robustness"149   },150   {151    "idx": 9,152    "role": "conclusion"153   },154   {155    "idx": 10,156    "role": "appendix"157   },158   {159    "idx": 11,160    "role": "appendix"161   }162  ],163  "results_presentation": {164   "economic_significance_discussed": true,165   "statistical_significance_language": "unclear",166   "magnitude_statements_in_intro": true167  },168  "robustness": {169   "location": "mixed",170   "types": [171    "alternative_measure",172    "sensitivity_to_parameters",173    "alternative_specification"174   ]175  },176  "tables": {177   "convention_notes": "Table notes name the dependent variable and point to its defining equation number; units are given for value added ($ millions/month). Columns are described as alternative regression specifications. Later tables state that they repeat earlier specifications with a modified sample or variable.",178   "units_stated_in_notes": true,179   "standard_errors_description": "unclear"180  },181  "figures": {182   "uncertainty_shown": "unclear"183  },184  "conclusion": {185   "bounded_claims": true,186   "policy_implications": false,187   "open_questions": true,188   "restates_contribution": true189  },190  "hedging": {191   "level": "moderate",192   "typical_devices": [193    "'at least' / lower-bound framing",194    "'consistent with' the hypothesis",195    "explicit acknowledgment that behavioral explanations cannot be ruled out",196    "limiting generalization to the mutual fund industry"197   ],198   "claim_evidence": [],199   "structural_summary": "",200   "writing_profile_keywords": [],201   "confidence": 0,202   "notes": ""203  },204  "claim_evidence": [205   {206    "claim": "Firm reallocation of capital to managers raises manager value added by at least about $474K per month",207    "evidence_type": "table",208    "evidence_ref": "Table II, Table III"209   },210   {211    "claim": "The firm accounts for at least 30% of total manager value added under conservative counterfactuals",212    "evidence_type": "figure",213    "evidence_ref": "Figure 4, Figure 5"214   },215   {216    "claim": "Investors reward firms after reallocation decisions with additional capital",217    "evidence_type": "table",218    "evidence_ref": "Table IV, Table V"219   },220   {221    "claim": "External hires with AUM changes do not produce detectable value-added changes",222    "evidence_type": "table",223    "evidence_ref": "Table VI"224   },225   {226    "claim": "Public information such as past performance has weak power to predict firm reallocation decisions",227    "evidence_type": "table",228    "evidence_ref": "Table VII, Table VIII"229   },230   {231    "claim": "Under decreasing returns to scale, value added rather than gross alpha measures skill",232    "evidence_type": "figure",233    "evidence_ref": "Figure 1; Section II model"234   },235   {236    "claim": "Firm-driven AUM changes would take investors years to replicate through flows",237    "evidence_type": "figure",238    "evidence_ref": "Figure 6"239   }240  ],241  "structural_summary": "The paper opens with an assertive contribution statement and the headline magnitude. It then sketches an information-asymmetry mechanism with a numbered list of supporting findings, adds a paragraph acknowledging a behavioral alternative it cannot rule out, and closes the introduction with a roadmap. A short theory section frames a Coasian benchmark against asymmetric information. Data definitions argue for value added over gross alpha. The main results test a null of no value added and bound the firm's contribution from below under counterfactuals. Follow-up sections show investor responses and the information source of firm skill, and a section reports gross alpha results at referees' request. The conclusion ties the findings to the theory of the firm and limits generalization to other industries.",242  "writing_profile_keywords": [243   "theory of the firm",244   "lower bound",245   "value added",246   "information asymmetry",247   "mutual fund firms",248   "counterfactuals",249   "assertive opening"250  ],251  "confidence": 0.8,252  "notes": "No statistical significance conventions or standard error descriptions are visible in the excerpts. Section VIII (gross alpha) is treated as robustness. The causal reading relies on the bounding approach rather than a quasi-experiment."253 },254 "deterministic_checks": {255  "roadmap_regex": true,256  "contribution_regex_in_intro": false,257  "magnitude_in_abstract": true,258  "abstract_n_sentences": 4,259  "intro_n_paragraphs": 4,260  "intro_n_words": 658,261  "causal_words_in_abstract": 0,262  "hedge_words_in_abstract": 0,263  "stars_mentioned": false,264  "clustered_se_mentioned": false,265  "internet_appendix_mentioned": true,266  "section_roles_rule": {267   "0": "introduction",268   "1": "literature",269   "2": "theory",270   "3": "data",271   "4": "data",272   "5": "other",273   "6": "other",274   "7": "other",275   "8": "other",276   "9": "conclusion",277   "10": "appendix",278   "11": "appendix"279  }280 },281 "schema_valid": false,282 "code_version": "feb6c9e-dirty"283}
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