psychologist-analyst▌
rysweet/amplihack · updated May 21, 2026
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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.
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
- 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
- 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:
- Sensorimotor (0-2 years): Object permanence, sensory exploration
- Preoperational (2-7 years): Symbolic thought, egocentrism, lack of conservation
- Concrete operational (7-11 years): Logical thinking about concrete objects, conservation
- 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
- Trust vs. Mistrust (infancy)
- Autonomy vs. Shame (toddler)
- Initiative vs. Guilt (preschool)
- Industry vs. Inferiority (school age)
- Identity vs. Role Confusion (adolescence)
- Intimacy vs. Isolation (young adult)
- Generativity vs. Stagnation (middle age)
- Integrity vs. Despair (old age)
Kohlberg's Moral Development:
- Preconventional: Obedience to avoid punishment, self-interest
- Conventional: Conform to social norms, law and order
- 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 intelligence (knowledge, vocabulary) stable or increases
- Selective optimization with compensation
- Cognitive reserve protects against decline
- Socioemotional selectivity: Prioritize meaningful relationships
Nature vs. Nurture:
- Gene-environment interaction: Genes influence sensitivity to environment
- Epigenetics: Environment alters gene expression
- Critical/Sensitive periods: Optimal timing for development (language, attachment)
- Heritability: Variation attributable to genes (not fixed trait)
When to Apply:
- Understanding behavior in developmental context
- Analyzing childhood trauma effects
- Understanding adolescent risk-taking
- Parenting and education policy
- Aging and cognitive decline
- Identity formation in adolescence
- Moral reasoning
Sources:
- Developmental Psychology - Wikipedia
- Jean Piaget, Erik Erikson, Mary Ainsworth, John Bowlby
Foundation 4: Clinical Psychology (Mental Health and Psychopathology)
Core Premise: Mental disorders are patterns of thoughts, feelings, and behaviors causing distress or impairment. Understanding requires biological, psychological, and social factors (biopsychosocial model).
Diagnostic Framework: DSM-5 (Diagnostic and Statistical Manual)
- Categorical diagnosis: Present or absent
- Dimensional aspects: Severity continua
- Critiques: Medicalization, cultural bias, lack of biological markers
Major Disorder Categories:
Anxiety Disorders:
- Generalized Anxiety Disorder (GAD): Persistent, excessive worry
- Panic Disorder: Recurrent panic attacks
- Phobias: Intense, irrational fear of specific objects/situations
- Social Anxiety: Fear of social situations and evaluation
- Prevalence: ~18% annually in U.S.
Mood Disorders:
- Major Depressive Disorder: Persistent sadness, anhedonia, cognitive/physical symptoms
- Bipolar Disorder: Alternating depressive and manic episodes
- Prevalence: Depression ~7% annually, Bipolar ~2-3% lifetime
Obsessive-Compulsive and Related:
- OCD: Intrusive obsessions, repetitive compulsions to reduce anxiety
- Body Dysmorphic Disorder: Preoccupation with perceived physical flaws
Trauma and Stressor-Related:
- PTSD: Re-experiencing, avoidance, negative cognitions/mood, hyperarousal after trauma
- Prevalence: 6-7% lifetime
- Vicarious trauma: Indirect exposure effects
Schizophrenia Spectrum:
- Schizophrenia: Hallucinations, delusions, disorganized thought/behavior, negative symptoms
- Neurodevelopmental disorder
- Prevalence: ~1%
Personality Disorders: Enduring patterns across situations
- Cluster A: Odd/eccentric (paranoid, schizoid, schizotypal)
- Cluster B: Dramatic/emotional/erratic (antisocial, borderline, histrionic, narcissistic)
- Cluster C: Anxious/fearful (avoidant, dependent, obsessive-compulsive)
Etiology (Causes):
Biopsychosocial Model:
- Biological: Genetics, neurotransmitters, brain structure, hormones
- Psychological: Cognition, learning, coping, trauma
- Social: Stress, culture, relationships, socioeconomic status
Diathesis-Stress Model: Vulnerability + stress → disorder
- Genetic predisposition + environmental trigger
Treatment Approaches:
Psychotherapy:
- Cognitive-Behavioral Therapy (CBT): Change maladaptive thoughts and behaviors
- Most empirically supported
- Effective for depression, anxiety, PTSD, OCD
- Psychodynamic: Unconscious conflicts, childhood origins
- Humanistic: Self-actualization, unconditional positive regard (Rogers)
- Dialectical Behavior Therapy (DBT): Emotion regulation, mindfulness (borderline personality)
- Exposure therapy: Face feared stimuli (anxiety, PTSD)
Pharmacotherapy:
- Antidepressants: SSRIs (Prozac, Zoloft), SNRIs
- Antianxiety: Benzodiazepines (short-term), SSRIs (long-term)
- Antipsychotics: Schizophrenia, bipolar
- Mood stabilizers: Lithium, anticonvulsants (bipolar)
Stigma:
- Prejudice and discrimination against mental illness
- Reduces help-seeking
- Self-stigma: Internalized negative beliefs
- Structural stigma: Institutional discrimination
When to Apply:
- Understanding mental health events
- Analyzing trauma responses
- Evaluating mental health policy
- Understanding stigma and discrimination
- Analyzing crisis intervention
- Leadership and personality disorders
- Assessing psychological impacts of events
Sources:
- DSM-5 - APA
- Clinical Psychology - Wikipedia
- National Institute of Mental Health (NIMH)
Foundation 5: Neuroscience and Biological Psychology
Core Premise: Brain and nervous system are biological bases of behavior and cognition. Understanding requires analyzing neural mechanisms.
Brain Structure and Function:
Major Brain Regions:
- Brainstem: Basic functions (breathing, heart rate)
- Cerebellum: Motor coordination, balance
- Limbic System: Emotion, memory, motivation
- Amygdala: Fear, emotion processing
- Hippocampus: Memory formation
- Hypothalamus: Homeostasis, drives (hunger, thirst, sex)
- Cerebral Cortex: Higher functions
- Frontal lobe: Executive functions, planning, motor control, speech (Broca's area)
- Parietal lobe: Sensory integration, spatial processing
- Temporal lobe: Auditory processing, language comprehension (Wernicke's area), memory
- Occipital lobe: Visual processing
Hemispheric Specialization:
- Left hemisphere: Language, logical, analytical (most people)
- Right hemisphere: Spatial, holistic, emotional
- Split-brain research (Sperry): Hemispheres can function independently
Neurotransmitters: Chemical messengers
- Dopamine: Reward, motivation, movement (Parkinson's, addiction)
- Serotonin: Mood, appetite, sleep (depression, anxiety)
- Norepinephrine: Arousal, alertness (depression, ADHD)
- GABA: Inhibition, anxiety reduction (anxiety when deficient)
- Glutamate: Excitation, learning, memory
- Acetylcholine: Memory, muscle contraction (Alzheimer's)
- Endorphins: Pain relief, pleasure
Neuroplasticity: Brain changes with experience
- Synaptic plasticity: Strength of connections changes
- Structural plasticity: New neurons, connections
- Critical periods: Heightened plasticity
How to use psychologist-analyst on Cursor
AI-first code editor with Composer
Prerequisites
Before installing skills in Cursor, ensure your development environment meets these requirements:
- ›Cursor installed and configured on your development machine
- ›Node.js version 16.0+ with npm package manager (verify with
node --version) - ›Active project directory or workspace where you want to add psychologist-analyst
Execute installation command
Execute the skills CLI command in your project's root directory to begin installation:
The skills CLI fetches psychologist-analyst from GitHub repository rysweet/amplihack and configures it for Cursor.
Select Cursor when prompted
The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:
Verify installation
Confirm successful installation by checking the skill directory location:
Reload or restart Cursor to activate psychologist-analyst. Access the skill through slash commands (e.g., /psychologist-analyst) or your agent's skill management interface.
Security & Verification Notice
We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.
Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.
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Use Cases▌
User Story & Requirements Generation
Create detailed user stories, acceptance criteria, and feature specs
Example
Generate user stories for 'password reset feature' with acceptance criteria, edge cases, and test scenarios
Reduce spec writing time by 50%, ensure comprehensive coverage
Competitive Analysis
Research competitors, compare features, identify gaps
Example
Analyze 5 competitor products, create feature comparison matrix, suggest differentiation opportunities
Complete competitive research in 2 hours instead of 2 days
Roadmap Prioritization
Evaluate features using frameworks (RICE, ICE, Kano) and create prioritized backlogs
Example
Score 20 feature ideas using RICE framework, generate prioritized roadmap with rationale
Make data-driven prioritization decisions faster
Stakeholder Communication
Draft PRDs, status updates, and stakeholder presentations
Example
Create executive summary of Q3 roadmap, monthly progress report, feature launch announcement
Save 3-5 hours/week on communication overhead
Implementation Guide▌
Prerequisites
- ›Claude Desktop or compatible AI client
- ›Access to product documentation and roadmap tools (Jira, Notion, etc.)
- ›Understanding of product management frameworks (RICE, Jobs-to-be-Done, etc.)
- ›Stakeholder contact information and communication channels
Time Estimate
30-60 minutes to see productivity improvements
Installation Steps
- 1.Install product management skill
- 2.Start with user story generation for known feature
- 3.Progress to competitive analysis: research 2-3 competitors
- 4.Use for roadmap prioritization: apply RICE/ICE scoring
- 5.Draft stakeholder communications and refine based on feedback
- 6.Build template library for recurring PM tasks
- 7.Share effective prompts with product team
Common Pitfalls
- ⚠Not validating competitive research—verify facts before sharing
- ⚠Accepting user stories without involving engineering team
- ⚠Over-relying on frameworks without qualitative judgment
- ⚠Not customizing outputs to company culture and communication style
- ⚠Skipping stakeholder validation of generated requirements
Best Practices▌
✓ Do
- +Validate research and competitive analysis with real data
- +Collaborate with engineering when generating technical requirements
- +Customize frameworks and templates to your company context
- +Use skill for first drafts, refine with stakeholder input
- +Document successful prompt patterns for PM tasks
- +Combine AI efficiency with human judgment and intuition
✗ Don't
- −Don't publish competitive analysis without fact-checking
- −Don't finalize user stories without engineering review
- −Don't make prioritization decisions solely on AI scoring
- −Don't skip customer validation of generated requirements
- −Don't ignore company-specific context and culture
💡 Pro Tips
- ★Provide context: company goals, constraints, customer feedback
- ★Ask for alternatives: 'Show 3 ways to prioritize this roadmap'
- ★Request stakeholder-specific formatting: 'Executive summary vs. engineering spec'
- ★Use skill for 70% generation + 30% customization to company needs
When to Use This▌
✓ Use When
Use for user story writing, competitive research, roadmap prioritization, stakeholder communication, and PRD drafting. Best for reducing repetitive documentation and research work.
✗ Avoid When
Avoid for strategic product vision (requires deep customer empathy), pricing decisions (needs market and financial expertise), or when face-to-face customer discovery is more valuable than speed.
Learning Path▌
- 1Basic: user stories, feature specs, status updates
- 2Intermediate: competitive analysis, prioritization frameworks, PRDs
- 3Advanced: product strategy, go-to-market planning, OKR setting
- 4Expert: product vision, market positioning, business model innovation
Discussion
Product Hunt–style comments (not star reviews)- No comments yet — start the thread.
Ratings
4.6★★★★★72 reviews- ★★★★★Hassan Singh· Dec 24, 2024
I recommend psychologist-analyst for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
- ★★★★★Dhruvi Jain· Dec 20, 2024
Registry listing for psychologist-analyst matched our evaluation — installs cleanly and behaves as described in the markdown.
- ★★★★★Sophia Martinez· Dec 20, 2024
psychologist-analyst reduced setup friction for our internal harness; good balance of opinion and flexibility.
- ★★★★★Aisha Bansal· Dec 20, 2024
Useful defaults in psychologist-analyst — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
- ★★★★★Valentina Diallo· Dec 20, 2024
psychologist-analyst fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.
- ★★★★★Arya Ghosh· Dec 4, 2024
psychologist-analyst has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Arjun Zhang· Nov 27, 2024
Solid pick for teams standardizing on skills: psychologist-analyst is focused, and the summary matches what you get after install.
- ★★★★★Valentina Thompson· Nov 23, 2024
Useful defaults in psychologist-analyst — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
- ★★★★★Sophia Patel· Nov 15, 2024
psychologist-analyst fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.
- ★★★★★Oshnikdeep· Nov 11, 2024
psychologist-analyst reduced setup friction for our internal harness; good balance of opinion and flexibility.
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