Antigravity Agent
195 lines
6.8 KiB
Markdown
195 lines
6.8 KiB
Markdown
---
|
|
id: wiki-2026-0508-게이미피케이션
|
|
title: 게이미피케이션
|
|
category: 10_Wiki/Topics
|
|
status: verified
|
|
canonical_id: self
|
|
aliases: [Gamification, 게임화, Game-like Mechanics]
|
|
duplicate_of: none
|
|
source_trust_level: A
|
|
confidence_score: 0.9
|
|
verification_status: applied
|
|
tags: [game-design, behavior, motivation, ux]
|
|
raw_sources: []
|
|
last_reinforced: 2026-05-10
|
|
github_commit: pending
|
|
tech_stack:
|
|
language: typescript
|
|
framework: behavioral-design / Octalysis
|
|
---
|
|
|
|
# 게이미피케이션
|
|
|
|
## 매 한 줄
|
|
> **"매 non-game context에 game-design element를 적용해 user motivation / engagement / behavior를 reshape"**. 2002 Nick Pelling의 용어 등장 → 2010 Foursquare 배지로 mainstream → 2014 Yu-kai Chou의 Octalysis 8-driver framework → 2026 현재 Duolingo · Strava · Apple Fitness가 industry exemplar이며 LLM-generated personalized quests가 emerging.
|
|
|
|
## 매 핵심
|
|
|
|
### 매 PBL Triad (Basic)
|
|
- **Points (P)**: 매 quantitative score — XP, currency.
|
|
- **Badges (B)**: 매 achievement marker — collection / status.
|
|
- **Leaderboards (L)**: 매 social comparison — ranked scoreboard.
|
|
|
|
### 매 Octalysis 8 Core Drives (Yu-kai Chou)
|
|
1. **Epic Meaning**: 매 큰 mission의 일부 — Wikipedia 기여.
|
|
2. **Development & Accomplishment**: 매 progress / mastery — Duolingo streak.
|
|
3. **Empowerment of Creativity**: 매 player creativity expression — Minecraft.
|
|
4. **Ownership & Possession**: 매 collection / customization.
|
|
5. **Social Influence**: 매 peer comparison / cooperation.
|
|
6. **Scarcity & Impatience**: 매 limited-time / FOMO.
|
|
7. **Unpredictability**: 매 variable reward — gacha, slot.
|
|
8. **Loss & Avoidance**: 매 streak break 회피.
|
|
|
|
### 매 응용
|
|
1. Duolingo — streak, league, hearts (loss-avoidance).
|
|
2. Strava — segment leaderboard, kudos.
|
|
3. Apple Fitness — 3 rings + 30-day challenge.
|
|
4. Habitica — RPG-style habit tracker.
|
|
5. LinkedIn — profile completion %, "All-Star" badge.
|
|
|
|
## 💻 패턴
|
|
|
|
### XP / Level System
|
|
```typescript
|
|
const xpForLevel = (level: number): number =>
|
|
Math.floor(100 * Math.pow(level, 1.5));
|
|
|
|
export function levelFromXP(totalXP: number): { level: number; progress: number } {
|
|
let level = 1;
|
|
let acc = 0;
|
|
while (acc + xpForLevel(level) <= totalXP) {
|
|
acc += xpForLevel(level);
|
|
level++;
|
|
}
|
|
const inLevel = totalXP - acc;
|
|
const need = xpForLevel(level);
|
|
return { level, progress: inLevel / need };
|
|
}
|
|
```
|
|
|
|
### Streak Tracker
|
|
```typescript
|
|
import { differenceInCalendarDays } from 'date-fns';
|
|
|
|
interface StreakState { current: number; longest: number; lastActiveDate: Date }
|
|
|
|
export function recordActivity(state: StreakState, now: Date = new Date()): StreakState {
|
|
const gap = differenceInCalendarDays(now, state.lastActiveDate);
|
|
if (gap === 0) return state; // already counted today
|
|
if (gap === 1) { // consecutive day
|
|
const next = state.current + 1;
|
|
return { current: next, longest: Math.max(next, state.longest), lastActiveDate: now };
|
|
}
|
|
return { current: 1, longest: state.longest, lastActiveDate: now }; // broken
|
|
}
|
|
```
|
|
|
|
### Badge Engine (rule-based)
|
|
```typescript
|
|
type BadgeRule = { id: string; name: string; check: (s: PlayerStats) => boolean };
|
|
|
|
const RULES: BadgeRule[] = [
|
|
{ id: 'first_blood', name: 'First Win', check: s => s.wins >= 1 },
|
|
{ id: 'centurion', name: '100 Wins', check: s => s.wins >= 100 },
|
|
{ id: 'streak_30', name: '30-Day Streak', check: s => s.streak >= 30 },
|
|
];
|
|
|
|
export function evaluateBadges(stats: PlayerStats, owned: Set<string>): string[] {
|
|
return RULES.filter(r => !owned.has(r.id) && r.check(stats)).map(r => r.id);
|
|
}
|
|
```
|
|
|
|
### Variable Reward (Loot Box) with disclosed odds
|
|
```typescript
|
|
type Drop = { item: string; weight: number };
|
|
|
|
export function rollLoot(table: Drop[], rng: () => number = Math.random): string {
|
|
const total = table.reduce((s, d) => s + d.weight, 0);
|
|
let r = rng() * total;
|
|
for (const d of table) {
|
|
r -= d.weight;
|
|
if (r <= 0) return d.item;
|
|
}
|
|
return table[table.length - 1].item;
|
|
}
|
|
|
|
// 매 disclosed odds (regulatory: KR / CN / BE / NL)
|
|
const TABLE: Drop[] = [
|
|
{ item: 'common', weight: 70 },
|
|
{ item: 'rare', weight: 25 },
|
|
{ item: 'epic', weight: 4.5 },
|
|
{ item: 'legendary', weight: 0.5 },
|
|
];
|
|
```
|
|
|
|
### Leaderboard (Redis ZSET)
|
|
```typescript
|
|
import { Redis } from '@upstash/redis';
|
|
const redis = Redis.fromEnv();
|
|
|
|
export async function recordScore(userId: string, score: number) {
|
|
await redis.zadd('leaderboard:weekly', { score, member: userId });
|
|
}
|
|
|
|
export async function topN(n = 10) {
|
|
return redis.zrange('leaderboard:weekly', 0, n - 1, { rev: true, withScores: true });
|
|
}
|
|
|
|
export async function rankOf(userId: string) {
|
|
return redis.zrevrank('leaderboard:weekly', userId);
|
|
}
|
|
```
|
|
|
|
### Personalized Quest (LLM-generated)
|
|
```typescript
|
|
import Anthropic from '@anthropic-ai/sdk';
|
|
const client = new Anthropic();
|
|
|
|
export async function dailyQuest(profile: { skills: string[]; weak: string[]; mood: string }) {
|
|
const msg = await client.messages.create({
|
|
model: 'claude-opus-4-7',
|
|
max_tokens: 200,
|
|
system: 'Generate ONE daily quest for a learning app. Output JSON: {title, goal, xp, steps[]}',
|
|
messages: [{ role: 'user', content: JSON.stringify(profile) }],
|
|
});
|
|
return JSON.parse((msg.content[0] as { text: string }).text);
|
|
}
|
|
```
|
|
|
|
## 매 결정 기준
|
|
| 상황 | Approach |
|
|
|---|---|
|
|
| Education app | Streak + XP + League (Duolingo) |
|
|
| Fitness | Goal-rings + monthly challenge |
|
|
| Productivity | Habit-RPG (Habitica) |
|
|
| Enterprise training | Badge + leaderboard, opt-in |
|
|
| Health-critical | Avoid scarcity / FOMO — ethical-only |
|
|
|
|
**기본값**: PBL + 1~2 Octalysis drives matched to context, with disclosed-odds + opt-out.
|
|
|
|
## 🔗 Graph
|
|
- 부모: [[Game_Design]] · [[Behavioral_Design]]
|
|
- 변형: [[Octalysis_Framework]] · [[Self_Determination_Theory]]
|
|
- 응용: [[Duolingo]] · [[Strava]] · [[Habitica]] · [[Apple_Fitness]]
|
|
- Adjacent: [[Variable_Reward]] · [[Operant_Conditioning]] · [[Dark_Patterns]] · [[Ethical_Game_Design]]
|
|
|
|
## 🤖 LLM 활용
|
|
**언제**: personalized quest generation, badge naming, encouragement copy, weakness-targeted exercise sequencing.
|
|
**언제 X**: 매 reward-schedule design — RL / behavioral economist domain (LLM은 hidden bias 위험).
|
|
|
|
## ❌ 안티패턴
|
|
- **Pointsification**: 매 PBL만 얹기 — intrinsic motivation 없으면 6주 후 fatigue.
|
|
- **Dark patterns**: 매 streak shame, FOMO-pressure, sunk-cost manipulation.
|
|
- **One-size-fits-all**: 매 모든 user에 leaderboard — competitive-averse user 이탈.
|
|
- **Reward inflation**: 매 점차 큰 보상 → 매 동일 효과 위해 escalation 필요.
|
|
|
|
## 🧪 검증 / 중복
|
|
- Verified (Yu-kai Chou *Actionable Gamification*, Self-Determination Theory, Duolingo Engineering Blog 2024).
|
|
- 신뢰도 A.
|
|
|
|
## 🕓 Changelog
|
|
| 날짜 | 변경 |
|
|
|---|---|
|
|
| 2026-05-08 | Phase 1 |
|
|
| 2026-05-10 | Manual cleanup — PBL + Octalysis 8 drives + ethical guardrails 정리 |
|