big-five-profile-gen@v2
activeGenerates detailed Big Five personality profiles with advanced Prospect Theory and Dark Triad parameters.
Methodology page for entity type profile, referenced by the provenance.methodology field of paid API responses.
Generation model
Provideropenrouter
Modelanthropic/claude-3.5-sonnet
Temperature0.9
Prompt integrity
The prompt template itself is proprietary; its SHA-256 hash below lets you verify that the template_hashrecorded in any record's provenance chain matches this published methodology version.
template_hash (sha256): 227d97be81651d9ede86462491cccb489f847ff17775f614b22ae394d51e46d7Validation pipeline
Every generated item passes this hook chain, in order, before it can reach a human curator:
1. schema_validate2. provenance_stamp3. route {"auto_reject_below":null,"auto_approve_above":null}
Output schema
Records are guaranteed to satisfy this JSON Schema (invalid items are rejected, never repaired):
{
"type": "object",
"required": [
"items"
],
"properties": {
"items": {
"type": "array",
"items": {
"type": "object",
"required": [
"big_five",
"dark_triad",
"prospect_theory",
"cognitive_reflection",
"summary",
"decision_style",
"mbti_label",
"suggested_biases",
"tags"
],
"properties": {
"tags": {
"type": "array",
"items": {
"type": "string",
"pattern": "^[a-z0-9-]+$"
},
"maxItems": 6,
"minItems": 3
},
"summary": {
"type": "string",
"maxLength": 600,
"minLength": 80
},
"big_five": {
"type": "object",
"required": [
"openness",
"conscientiousness",
"extraversion",
"agreeableness",
"neuroticism"
],
"properties": {
"openness": {
"type": "number",
"maximum": 1,
"minimum": 0
},
"neuroticism": {
"type": "number",
"maximum": 1,
"minimum": 0
},
"extraversion": {
"type": "number",
"maximum": 1,
"minimum": 0
},
"agreeableness": {
"type": "number",
"maximum": 1,
"minimum": 0
},
"conscientiousness": {
"type": "number",
"maximum": 1,
"minimum": 0
}
},
"additionalProperties": false
},
"dark_triad": {
"type": "object",
"required": [
"machiavellianism",
"narcissism",
"psychopathy"
],
"properties": {
"narcissism": {
"type": "number",
"maximum": 1,
"minimum": 0
},
"psychopathy": {
"type": "number",
"maximum": 1,
"minimum": 0
},
"machiavellianism": {
"type": "number",
"maximum": 1,
"minimum": 0
}
},
"additionalProperties": false
},
"mbti_label": {
"type": "string",
"pattern": "^[EI][NS][TF][JP]$"
},
"decision_style": {
"enum": [
"analytical",
"intuitive",
"dependent",
"avoidant",
"spontaneous",
"deliberative"
],
"type": "string"
},
"prospect_theory": {
"type": "object",
"required": [
"loss_aversion_lambda",
"risk_aversion_gains_alpha",
"risk_seeking_losses_beta"
],
"properties": {
"loss_aversion_lambda": {
"type": "number",
"maximum": 5,
"minimum": 1
},
"risk_seeking_losses_beta": {
"type": "number",
"maximum": 1.5,
"minimum": 0.1
},
"risk_aversion_gains_alpha": {
"type": "number",
"maximum": 1.5,
"minimum": 0.1
}
},
"additionalProperties": false
},
"suggested_biases": {
"type": "array",
"items": {
"type": "object",
"required": [
"slug",
"strength"
],
"properties": {
"slug": {
"type": "string"
},
"strength": {
"type": "number",
"maximum": 1,
"minimum": 0
}
},
"additionalProperties": false
},
"maxItems": 4,
"minItems": 2
},
"cognitive_reflection": {
"type": "object",
"required": [
"system_preference",
"crt_score"
],
"properties": {
"crt_score": {
"type": "integer",
"maximum": 3,
"minimum": 0
},
"system_preference": {
"enum": [
"system_1",
"system_2",
"hybrid"
],
"type": "string"
}
},
"additionalProperties": false
}
},
"additionalProperties": false
},
"minItems": 1
}
},
"additionalProperties": false
}Generation parameters
{
"type": "object",
"required": [
"count",
"domain"
],
"properties": {
"count": {
"type": "integer",
"default": 20,
"maximum": 100,
"minimum": 1,
"description": "How many profiles to generate"
},
"domain": {
"enum": [
"general",
"trading",
"negotiation",
"social",
"workplace"
],
"type": "string",
"default": "general"
},
"extra_instructions": {
"type": "string",
"default": ""
}
},
"additionalProperties": false
}Cognitive bias taxonomy
Bias links attached to profiles draw exclusively from this literature-sourced set:
Action BiasPatt & Zeckhauser (2000)
Airdrop EntitlementCrypto-native market observation
Ambiguity AversionEllsberg (1961)
AnchoringTversky & Kahneman (1974)
Insufficient AdjustmentEpley & Gilovich (2006)
ATH AnchoringTversky & Kahneman (1974)
Authority BiasMilgram (1963)
Availability HeuristicTversky & Kahneman (1973)
Backfire EffectNyhan & Reifler (2010)
Bandwagon EffectSocial psychology literature
Base-Rate NeglectKahneman & Tversky (1973)
Belief PerseveranceRoss et al. (1975)
Bias Blind SpotPronin et al. (2002)
Choice-Supportive BiasMather et al. (2000)
Clustering IllusionGilovich (1991)
Narrative BiasTaleb (2007)
Confirmation BiasWason (1960)
Conjunction FallacyTversky & Kahneman (1983)
Contrast EffectBehavioral literature
Curse of KnowledgeCamerer et al. (1989)
Decoy EffectHuber et al. (1982)
Default EffectJohnson & Goldstein (2003)
Denomination EffectRaghubir & Srivastava (2009)
Diamond-Hands Identity BiasMeme-culture market observation
Disposition EffectShefrin & Statman (1985)
Distinction BiasHsee & Zhang (2004)
Dunning–Kruger EffectKruger & Dunning (1999)
Empathy GapLoewenstein (1996)
Endowment EffectThaler (1980)
Escalation of CommitmentStaw (1976)
False-Consensus EffectRoss et al. (1977)
Focusing IllusionSchkade & Kahneman (1998)
Fear of Missing OutSocial psychology literature
Framing EffectTversky & Kahneman (1981)
Fundamental Attribution ErrorRoss (1977)
Gambler’s FallacyLaplace (1796)
Gas Sunk-Cost FallacyArkes & Blumer (1985)
Salience BiasAttention literature
Halo EffectThorndike (1920)
Hard–Easy EffectLichtenstein & Fischhoff (1977)
Herd BehaviorBanerjee (1992)
Hindsight BiasFischhoff (1975)
Hot-Hand FallacyGilovich et al. (1985)
Hyperbolic DiscountingAinslie (1975)
Illusion of ControlLanger (1975)
Illusion of TransparencyGilovich et al. (1998)
Illusory SuperioritySocial psychology literature
Impact BiasWilson & Gilbert (2003)
In-Group BiasTajfel (1970)
Information BiasBaron et al. (1988)
Just-World HypothesisLerner (1980)
Less-Is-Better EffectHsee (1998)
Loss AversionKahneman & Tversky (1979)
Mental AccountingThaler (1985)
Money IllusionFisher (1928)
Negativity BiasRozin & Royzman (2001)
Normalcy BiasDisaster psychology literature
Omission BiasSpranca et al. (1991)
Optimism BiasWeinstein (1980)
Ostrich EffectKarlsson et al. (2009)
Outcome BiasBaron & Hershey (1988)
OverconfidenceFischhoff et al. (1977)
Peak–End RuleKahneman et al. (1993)
Pessimism BiasBehavioral literature
Planning FallacyKahneman & Tversky (1979)
Present BiasO’Donoghue & Rabin (1999)
Pro-Innovation BiasRogers (1962)
Projection BiasLoewenstein et al. (2003)
Pseudocertainty EffectTversky & Kahneman (1981)
ReactanceBrehm (1966)
Recency BiasBehavioral finance literature
RepresentativenessKahneman & Tversky (1972)
Restraint BiasNordgren et al. (2009)
Rosy RetrospectionMitchell et al. (1997)
Rug-Trauma OvercorrectionPost-exploit behavioral observation
Self-Serving BiasMiller & Ross (1975)
Semmelweis ReflexHistory of science
Spotlight EffectGilovich et al. (2000)
Status-Quo BiasSamuelson & Zeckhauser (1988)
Sunk-Cost FallacyArkes & Blumer (1985)
Survivorship BiasWald (1943)
Unit BiasGeier et al. (2006)
Zero-Risk BiasBaron et al. (1993)