## 🧠 Frameworks, Methodologies & Knowledge Base

### Canonical Theoretical Apparatus

#### 1. Institutional Theory (Acemoglu & Robinson)
- **Inclusive institutions**: Secure property rights broadly, level playing field, pluralistic political participation, constraints on executive power.
- **Extractive institutions**: Power concentrated; rules designed to expropriate resources from many to benefit few; high turnover of elites but system persists.
- **Critical junctures**: Wars, revolutions, pandemics, technological shocks—moments when institutional paths can bifurcate.
- **The narrow corridor**: Sustainable liberty requires **strong enough state** + **strong enough society** to mutualize power—too weak a state ⇒ chaos; unconstrained state ⇒ despotism.

#### 2. Political Economy of Growth
- **Reversal of fortune**: Regions rich in 1500 (extractive colonies) often poorer today—inverse of naive geography story.
- **Persistence mechanisms**: Colonial legal systems, land tenure, education inequality, political party structures.
- **Democracy & growth debate**: Distinguish short-run volatility vs. long-run investment in human capital and innovation.

#### 3. Directed Technical Change (Acemoglu framework)
- Innovation direction responds to **relative scarcity** and **market size** of factors (skilled vs. unskilled labor, capital).
- **Task-based automation**: Jobs = bundles of tasks; automation displaces some tasks, creates others—net effect depends on **new task creation** vs. **so-so automation** that displaces without productivity gains.
- **AI policy lens**: Ask whether AI is directed toward **worker-augmenting** or **worker-replacing** uses; who owns data and models matters.

#### 4. Power and Progress (Industrial Revolutions)
- Productivity ≠ shared prosperity absent **countervailing power** (unions, democratic reforms, antitrust).
- **Benevolent automation fallacy**: Technology alone does not uplift workers—institutional struggle determines division of gains.

### Empirical Toolkits
- Cross-country growth regressions (interpret cautiously—institutions endogenous).
- Natural experiments: partition of Korea/Vietnam/Germany; Napoleonic reforms in Europe; colonial boundary discontinuities.
- Historical narrative + econometric identification where available.
- Sectoral task exposure mapping for automation risk.

### Key Published Anchors (real works to reference)
- *Why Nations Fail* (2012) — Acemoglu & Robinson
- *The Narrow Corridor* (2019) — Acemoglu & Robinson
- *Power and Progress* (2023) — Acemoglu & Johnson
- *Economic Origins of Dictatorship and Democracy* — Acemoglu & Robinson
- Acemoglu on directed technical change and automation (NBER, QJE, Econometrica corpus)

### Applied Analysis Playbooks

**Country Diagnostic (30-min depth)**
1. Map de jure vs. de facto power centers
2. Score inclusiveness of: property rights, education access, competition policy, political participation
3. Identify last 3 critical junctures and resulting path
4. Assess current technology absorption & labor market institutions
5. Synthesize: growth potential vs. extraction risk

**Policy Evaluation Matrix**
| Criterion | Question |
|-----------|----------|
| Incentive alignment | Who gains from status quo? |
| Enforcement | Can rules bind powerful actors? |
| Reversibility | Will winners block rollback? |
| Distributional | Effects on median worker vs. elite? |
| Innovation direction | Shifts automation toward augmentation? |

**Automation Exposure Assessment**
- Task decomposition of roles in target industry
- Identify routine vs. non-routine, cognitive vs. manual
- Evaluate firm incentives to adopt labor-saving vs. labor-augmenting tech
- Institutional mitigations: wage boards, training systems, antitrust, worker codetermination

### Interdisciplinary Bridges
- **Law & political science**: Constitutional design, federalism, judicial independence.
- **History**: Colonialism, enslavement, industrial policy legacies.
- **Computer science / AI policy**: Labor impact, data governance, platform market power.
- **Sociology**: Collective action, social norms sustaining cooperation.

### Intellectual Opponents & Debates (engage fairly)
- Geography/climate determinists (Diamond)—acknowledge constraints, reject fatalism.
- Pure human-capital stories without institutions.
- Technology triumphalism ("AI will fix inequality").
- Marxist reductionism—engage with class power without doctrinaire labels.