psychologist-analyst
Analyzes events through psychological lens using cognitive psychology, social psychology, developmental psychology, clinical psychology, and neuroscience. Provides insights on behavior, cognition, emotion, motivation, group dynamics, decision-making biases, mental health, and individual differences.
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npx skills add rysweet/amplihack --skill psychologist-analyst
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Psychologist Analyst Skill
Purpose
Analyze events through the disciplinary lens of psychology, applying established psychological frameworks (behavioral, cognitive, psychodynamic, humanistic, biological), research methodologies, and empirical findings to understand human behavior, cognition, emotion, motivation, social influence, mental health, and individual differences in context.
When to Use This Skill
Decision Making Analysis : Understanding cognitive biases, heuristics, and irrational choices
Leadership Analysis : Examining leader traits, behaviors, effectiveness, and influence
Group Dynamics : Understanding conformity, obedience, groupthink, and collective behavior
Persuasion and Influence : Analyzing propaganda, marketing, social influence tactics
Trauma and Crisis Response : Understanding psychological impacts of disasters, violence, loss
Mental Health Events : Analyzing prevalence, stigma, treatment, and policy implications
Developmental Milestones : Understanding behavior in developmental context (child, adolescent, adult, aging)
Conflict and Aggression : Understanding violence, prejudice, discrimination, reconciliation
Behavioral Change : Understanding motivation, habit formation, intervention effectiveness
Core Philosophy: Psychological Thinking
Psychological analysis rests on fundamental principles:
Empiricism : Knowledge derives from systematic observation and experimentation. Claims must be tested against evidence, not intuition or authority.
Scientific Method : Hypotheses are tested through controlled experiments, correlational studies, longitudinal research, and meta analyses. Replication and peer review ensure validity.
Multiple Levels of Analysis : Behavior results from biological (brain, genetics, neurotransmitters), psychological (cognition, emotion, personality), and social (culture, situation, relationships) factors operating simultaneously.
Individual Differences : People vary systematically in traits, abilities, and temperaments. Universal principles must account for variation.
Development : Humans change across lifespan. Behavior must be understood in developmental context—what's normal at one age may be pathological at another.
Context Matters : Situation powerfully shapes behavior, often more than personality. Understanding requires analyzing person situation interaction.
Unconscious Processes : Much mental life is automatic, unconscious, and inaccessible to introspection. Behavior is not always explained by conscious reasoning.
Adaptation : Many psychological mechanisms evolved to solve ancestral problems. Understanding adaptive function illuminates behavior.
Theoretical Foundations (Expandable)
Foundation 1: Cognitive Psychology (Information Processing)
Core Premise : Mind is information processing system. Understanding cognition requires analyzing how information is perceived, attended to, encoded, stored, retrieved, and used.
Historical Development :
Cognitive Revolution (1950s 60s): Reaction against behaviorism
Computer metaphor: Mind as information processor
Key figures: George Miller, Ulric Neisser, Herbert Simon
Key Concepts :
Attention :
Selective attention : Focus on relevant information, filter irrelevant (cocktail party effect)
Divided attention : Multitasking limitations (inattentional blindness)
Sustained attention : Vigilance decrements over time
Bottleneck: Limited attentional capacity
Memory Systems :
Sensory memory : Brief (< 1 sec) retention of sensory information
Short term/Working memory : Limited capacity (7±2 items), brief duration (~20 sec)
Phonological loop, visuospatial sketchpad, episodic buffer, central executive (Baddeley)
Long term memory : Unlimited capacity, permanent storage
Declarative: Episodic (personal experiences), Semantic (facts)
Procedural: Skills and habits
Memory Processes :
Encoding : Transfer to long term memory (elaborative rehearsal, organization, imagery)
Storage : Maintenance over time (consolidation, reconsolidation)
Retrieval : Accessing stored information (recall vs. recognition, retrieval cues)
Forgetting : Interference, decay, retrieval failure
Memory Fallibility :
Reconstructive: Memories are reconstructed, not replayed
Misinformation effect: Post event information alters memory (Loftus)
False memories: People can remember events that didn't happen
Flashbulb memories: Vivid but not necessarily accurate
Decision Making and Judgment :
Dual Process Theory (Kahneman & Tversky):
System 1 : Fast, automatic, intuitive, emotional, unconscious
System 2 : Slow, deliberate, logical, conscious, effortful
Heuristics : Mental shortcuts that are efficient but error prone
Availability heuristic : Judge frequency by ease of recall (overestimate dramatic events)
Representativeness heuristic : Judge by similarity to prototype (ignore base rates)
Anchoring and adjustment : Influenced by initial value
Affect heuristic : Feelings guide judgment
Biases :
Confirmation bias : Seek information confirming beliefs
Hindsight bias : "I knew it all along"
Overconfidence : Overestimate accuracy of beliefs
Sunk cost fallacy : Continue investing due to past costs
Loss aversion : Losses loom larger than equivalent gains
Framing effects : Presentation alters choices
Problem Solving :
Algorithms: Systematic, guaranteed solution
Heuristics: Shortcuts, not guaranteed
Insight: Sudden realization (Aha! moment)
Obstacles: Functional fixedness, mental sets
When to Apply :
Understanding decision making errors
Analyzing memory reliability (eyewitness testimony)
Designing information systems
Understanding attention failures (accidents)
Explaining judgment biases
Problem solving strategies
Sources :
[Cognitive Psychology Wikipedia](https://en.wikipedia.org/wiki/Cognitive psychology)
Daniel Kahneman, Thinking, Fast and Slow (2011)
Elizabeth Loftus on false memories
Foundation 2: Social Psychology (Situation and Social Influence)
Core Premise : Situation powerfully shapes behavior. Understanding requires analyzing how people think about, influence, and relate to others.
Fundamental Attribution Error : Overestimate dispositional (personality) explanations, underestimate situational causes
Actor observer bias: Attribute own behavior to situation, others' to disposition
Social Cognition :
Schemas : Mental frameworks for organizing knowledge
Stereotypes: Schemas about social groups
Self fulfilling prophecy: Expectations create reality
Attitudes :
Evaluations of objects, people, issues
Cognitive dissonance: Discomfort from inconsistent cognitions (Festinger)
Attitude change: Persuasion, self perception, cognitive dissonance
Social Influence :
Conformity : Changing behavior to match group norms
Asch experiments : Line judgment—75% conformed at least once
Factors: Group size, unanimity, culture, status
Normative influence (fit in) vs. informational influence (be correct)
Obedience : Following orders from authority
Milgram experiments : 65% delivered maximum shock to learner
Factors: Authority legitimacy, proximity, dissenting peers
Ethical controversy but powerful demonstration
Compliance : Agreeing to requests
Foot in the door: Small request then large
Door in the face: Large request (refused) then smaller
Low ball technique: Commitment then increase cost
Persuasion (Elaboration Likelihood Model):
Central route : Careful thinking about arguments (lasting change)
Peripheral route : Superficial cues (source attractiveness, number of arguments)
Factors: Source credibility, message framing, audience involvement
Group Dynamics :
Groupthink (Irving Janis):
Desire for harmony overrides realistic appraisal
Symptoms: Illusion of invulnerability, self censorship, mindguards, illusion of unanimity
Fiascoes: Bay of Pigs, Challenger disaster
Prevention: Devil's advocate, outside experts, leader neutrality
Social Facilitation/Inhibition :
Presence of others improves simple task performance, impairs complex tasks
Arousal increases dominant response
Deindividuation : Reduced self awareness in groups, decreased restraint
Anonymity increases deindividuation (online behavior)
Prejudice and Discrimination :
Prejudice : Negative attitude toward group
Discrimination : Negative behavior toward group members
Stereotypes : Beliefs about group characteristics
Sources :
Social categorization (us vs. them)
In group bias and out group homogeneity
Realistic conflict (competition for resources)
Social identity theory (Tajfel): Self esteem from group membership
Reducing Prejudice :
Contact hypothesis: Equal status contact reduces prejudice
Superordinate goals: Common objectives
Perspective taking and empathy
Prosocial Behavior :
Altruism : Helping without expectation of reward
Bystander effect : Presence of others reduces helping
Diffusion of responsibility: "Someone else will help"
Pluralistic ignorance: Everyone looks to others for cues
Kitty Genovese case (though details disputed)
Aggression :
Biological factors : Testosterone, amygdala, prefrontal cortex
Learning : Modeling, reinforcement
Frustration aggression hypothesis : Frustration increases aggression
Social learning theory (Bandura): Bobo doll experiments
When to Apply :
Understanding conformity and obedience
Analyzing group decision making failures
Explaining persuasion and propaganda
Understanding prejudice and discrimination
Analyzing helping behavior and bystander effects
Leadership and influence
Social media behavior
Sources :
[Social Psychology Wikipedia](https://en.wikipedia.org/wiki/Social psychology)
Solomon Asch, Stanley Milgram, Philip Zimbardo
Irving Janis, Groupthink (1982)
Foundation 3: Developmental Psychology (Lifespan Changes)
Core Premise : Humans change systematically across lifespan. Understanding requires considering age, stage, and developmental context.
Major Theories :
Piaget's Cognitive Development :
1. Sensorimotor (0 2 years): Object permanence, sensory exploration
2. Preoperational (2 7 years): Symbolic thought, egocentrism, lack of conservation
3. Concrete operational (7 11 years): Logical thinking about concrete objects, conservation
4. Formal operational (11+ years): Abstract reasoning, hypothetical thinking
Critiques: Underestimated children's abilities, stage boundaries fuzzy
Erikson's Psychosocial Development : Eight stages, each with crisis
1. Trust vs. Mistrust (infancy)
2. Autonomy vs. Shame (toddler)
3. Initiative vs. Guilt (preschool)
4. Industry vs. Inferiority (school age)
5. Identity vs. Role Confusion (adolescence)
6. Intimacy vs. Isolation (young adult)
7. Generativity vs. Stagnation (middle age)
8. Integrity vs. Despair (old age)
Kohlberg's Moral Development :
1. Preconventional : Obedience to avoid punishment, self interest
2. Conventional : Conform to social norms, law and order
3. Postconventional : Universal ethical principles
Critique: Gender bias (Carol Gilligan's care ethics vs. justice ethics)
Key Developmental Processes :
Attachment (Bowlby, Ainsworth):
Infant caregiver bond affects later relationships
Secure, anxious ambivalent, avoidant, disorganized styles
Strange Situation procedure
Internal working models guide relationships
Parenting Styles (Baumrind):
Authoritative : High warmth, high control (best outcomes)
Authoritarian : Low warmth, high control
Permissive : High warmth, low control
Uninvolved : Low warmth, low control
Adolescence :
Identity formation (Erikson)
Brain development: Prefrontal cortex lags limbic system (risk taking)
Peer influence increases
Abstract reasoning develops
Adulthood and Aging :
Fluid intelligence (speed, working memory) declines
Crystallized intelligen