🎯

loss-aversion-psychology

🎯Skill

from flpbalada/my-opencode-config

VibeIndex|
What it does

Helps product designers strategically frame messaging and features to leverage psychological loss aversion, driving user behavior through potential loss framing.

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Part of

flpbalada/my-opencode-config(40 items)

loss-aversion-psychology

Installation

πŸ“‹ No install commands found in docs. Showing default command. Check GitHub for actual instructions.
Quick InstallInstall with npx
npx skills add flpbalada/my-opencode-config --skill loss-aversion-psychology
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AddedFeb 4, 2026

Skill Details

SKILL.md

Overview

# Loss Aversion Psychology - Losses Loom Larger Than Gains

Loss Aversion is a cognitive bias discovered by Daniel Kahneman and Amos Tversky

showing that people feel losses approximately twice as strongly as equivalent

gains. This asymmetry profoundly influences decision-making and behavior.

When to Use This Skill

  • Designing retention and anti-churn features
  • Crafting pricing and upgrade messaging
  • Creating urgency in conversion funnels
  • Building streak and progress features
  • Writing copy for landing pages
  • Framing feature benefits

Core Concepts

The 2:1 Ratio

```

Psychological Impact

^

| Gains

| /

| /

+--------|----/---------> Value

| /

Loss|/

|

| The loss curve is ~2x steeper

v

```

A $100 loss feels as bad as a $200 gain feels good.

Prospect Theory Framework

| Concept | Description | Example |

| -------------------- | -------------------------------- | ---------------------------- |

| Reference Point | Current state as baseline | "You currently have X" |

| Loss Frame | Emphasis on what could be lost | "Don't lose your progress" |

| Gain Frame | Emphasis on what could be gained | "Get 50% more" |

| Endowment Effect | Valuing owned things higher | Free trial creates ownership |

When Loss Framing Works Best

| Situation | Loss Frame Effective? |

| ------------------------- | --------------------- |

| High stakes decisions | Yes |

| Preventing bad outcomes | Yes |

| Risk-averse audiences | Yes |

| Building habits | Yes |

| Low-involvement decisions | Less effective |

| Exploratory behavior | Less effective |

Analysis Framework

Step 1: Identify Loss Opportunities

Map user journey for potential loss frames:

| Stage | What User Has | Potential Loss |

| ------- | ------------------ | --------------- |

| Trial | Access to features | Losing access |

| Active | Progress/data | Losing progress |

| At-risk | Streak/status | Breaking streak |

| Churned | History/investment | Losing history |

Step 2: Choose Frame Appropriately

```

Decision: Frame as loss or gain?

Consider:

β”œβ”€β”€ User relationship stage

β”‚ └── New users: Gains more welcoming

β”‚ └── Existing users: Losses more motivating

β”œβ”€β”€ Action reversibility

β”‚ └── Reversible: Lighter touch OK

β”‚ └── Irreversible: Loss frame powerful

└── Ethical considerations

└── Does this genuinely help the user?

```

Step 3: Implement Ethically

| Approach | Ethical | Manipulative |

| ------------------------ | ---------------- | ------------------ |

| "Your streak will reset" | Honest reminder | Manufactured guilt |

| "Unused credits expire" | Clear policy | Hidden deadline |

| "Limited time offer" | Genuine scarcity | Fake urgency |

Output Template

```markdown

Loss Aversion Analysis

Feature/Message: [Name] Date: [Date]

Current Framing

As gain: [Current copy/design] User response: [Current metrics]

Loss Frame Opportunity

What user has: [Established value] Potential loss: [What could be lost]

Loss frame version: [Proposed copy/design]

Ethical Check

  • [ ] User genuinely benefits from taking action
  • [ ] Loss is real, not manufactured
  • [ ] Messaging is honest and transparent
  • [ ] Would we be comfortable if users knew the psychology?

Implementation Plan

| Element | Current | Proposed | Expected Impact |

| -------- | --------- | -------- | --------------- |

| [Copy 1] | [Text] | [Text] | [Estimate] |

| [Design] | [Current] | [Change] | [Estimate] |

```

Real-World Examples

Example 1: Duolingo Streaks

Mechanism: Users build daily learning streaks Loss frame: "Don't lose

your 47-day streak!" Psychology:

  • Streak = accumulated investment (endowment)
  • Breaking it = losing days of effort
  • Effect: 2x stronger than "Build a 48-day streak!"

Example 2: LinkedIn Profile Completion

Gain frame: "Complete your profile to get more views" Loss frame:

"You're missing out on 40% more profile views"

The loss frame outperforms because it highlights what you're currently losing.

Example 3: Trial Expiration

Weak: "Your trial ends tomorrow" Strong: "Tomorrow you'll lose access

to:

  • 47 saved projects
  • 12 team members
  • All your custom settings"

Making the loss concrete and specific amplifies the effect.

Ethical Guidelines

Do

  • Use loss framing for genuinely beneficial actions
  • Be honest about what's at stake
  • Give users real control and options
  • Balance loss frames with positive experiences
  • Test that users feel good after taking action

Avoid

  • Manufacturing fake urgency or scarcity
  • Guilt-tripping for engagement metrics
  • Hiding information to create loss anxiety
  • Using loss aversion on vulnerable users
  • Dark patterns that exploit psychology

The Ethics Test

Ask: "If users knew exactly how this works psychologically, would they:

  1. Thank us for the helpful reminder?
  2. Feel manipulated and resentful?"

If (2), reconsider the approach.

Best Practices

Effective Loss Messaging

| Element | Example |

| --------------- | ----------------------------------------------- |

| Specific | "Lose your 23 saved items" not "Lose your data" |

| Immediate | "Expires tonight" not "Expires soon" |

| Personal | "Your progress" not "Progress" |

| Recoverable | Show how to prevent the loss |

Timing Matters

| Timing | Effectiveness |

| ---------- | ------------------------- |

| Too early | Feels irrelevant, ignored |

| Just right | Motivates action |

| Too late | Creates resentment |

| After loss | Recovery opportunity |

Integration with Other Methods

| Method | Combined Use |

| -------------------------- | --------------------------------------- |

| Hooked Model | Investment phase creates loss potential |

| Fogg Behavior Model | Loss increases motivation |

| Cognitive Biases | Combine with other biases carefully |

| Progressive Disclosure | Reveal loss implications gradually |

Resources

  • [Thinking, Fast and Slow - Daniel Kahneman](https://www.amazon.com/Thinking-Fast-Slow-Daniel-Kahneman/dp/0374533555)
  • [Predictably Irrational - Dan Ariely](https://www.amazon.com/Predictably-Irrational-Hidden-Forces-Decisions/dp/0061353248)
  • [Prospect Theory Original Paper - Kahneman & Tversky](https://www.jstor.org/stable/1914185)

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