Wei Song
Supervisors: Panagiotis Kasteridis & Rowena Jacobs
Job Market Presentation, May 1, 2025
Analysis uses linked NHS administrative data from two main sources:
\( y_{it} = \alpha_0 + \alpha X_i + \beta d_i + \gamma \lambda + \color{orange}{\delta d_i \lambda} \) + \( u_{it} \)
Each \( \lambda \) represents a three-month period
\( y_{it} = \alpha_0 + \alpha X_i + \beta d_i + \sum\limits_{t=2}^{T} \gamma_t \lambda_t + \sum\limits_{t=T_s}^{T} \delta_t(d_i \lambda_t) + u_{it} \)
\( \small y_{it} = \alpha_0 + \alpha X_i + \sum\limits_{k=1}^{K} \beta_k d_{ik} + \sum\limits_{t=2}^{T} \gamma_t \lambda_t + \sum\limits_{k=1}^{K} \sum\limits_{t=T_s}^{T} \delta_{tk}(d_{ik} \lambda_t) + u_{it} \)
| Step | Inpatient | Outpatient |
|---|---|---|
| Initial number | 94,446 | 803,993 |
| Experienced Acute Health Shock (AHS) | 1.04% (984) | 1.52% (12,221) |
| Eligible as controls | 44.02% (41,572) | 20.66% (166,155) |
| Eligible Population Total | 42,556 | 178,376 |
| Removed due to death | 248 | 710 |
| Removed due to age ≤ 20 | 26 | 69 |
| Missing mental health cluster info | 9,076 | 3,842 |
| Missing ethnicity info | 1,695 | 7,048 |
| Missing IMD information | 846 | 1,445 |
| Final Population (cases + controls) | 30,665 (702 cases, 29,963 controls) | 165,264 (10,756 cases, 154,508 controls) |