1# F1-conf-02 — Balanced-panel mean life expectancy, 2000–202223## Question4How much did life expectancy at birth (WDI `SP.DYN.LE00.IN`) change from 2000 to 2022 in a fixed set of countries? The estimand is the unweighted mean over countries (by iso3) with a recorded value in every year 2000–2022, each counted once.56## Data and exclusions7Input: `data/life_expectancy_panel.csv`, 439 data rows (`n_input_rows`), 20 distinct countries (`n_countries_total`). Problems found (`data_issues`):8- Türkiye (TUR) appears twice for every year, under the names "Turkey" and "Turkiye". The two copies have identical values. I kept one row per (iso3, year), which removed 23 rows.9- Switzerland (CHE) has an empty cell for 2007. I treated it as missing and did not impute it, so CHE is not in the balanced set.10- Bangladesh, Ethiopia, India and Nigeria (BGD, ETH, IND, NGA) have no rows for 2000–2010. They are not in the balanced set.1112Exclusion ledger (`out/exclusions.csv`): 439 rows → 416 after removing duplicates → 416 after the year-window filter → 415 after dropping the missing cell → 345 after keeping only balanced countries (`n_analysed`). The balanced set has 15 countries (`n_countries_balanced`, `balanced_countries`: AUS, AUT, BEL, CAN, DEU, ESP, FRA, GBR, ITA, JPN, KOR, NLD, SWE, TUR, USA). 5 countries are incomplete (`n_countries_incomplete`).1314## Method15For each year I took the simple mean over the 15 balanced countries (`out/analysis.py`; `out/balanced_means_by_year.csv` is a supplementary output). The change is the 2022 mean minus the 2000 mean. The baseline is the mean over all distinct countries with a recorded 2022 value (20 countries, `n_countries_2022_available`), with TUR counted once. The method uses no randomness (`random_seed` = null).1617## Results18- Balanced mean in 2000: **78.060 years** (`mean_2000_balanced` = 78.060267).19- Balanced mean in 2022: **81.553 years** (`mean_2022_balanced` = 81.553067).20- Change from 2000 to 2022: **+3.493 years** (`change_2000_2022_balanced` = 3.4928).21- Baseline, mean over all 20 countries with a 2022 value: 78.692 years (`mean_2022_all_available`). This is lower than the balanced 2022 mean because four of the five excluded countries (BGD, ETH, IND, NGA) have lower life expectancy. The baseline is not a measure of change over time.22- Feasibility: `feasibility` = "complete".2324## Uncertainty25These are descriptive means over a fixed set of countries; they are not estimates from a sample. I therefore report no sampling standard errors or confidence intervals. The remaining uncertainty is measurement and revision error in the WDI figures, which I cannot quantify from this file. I checked the figures independently with a pivot/dropna recomputation, which matched exactly, and a re-run of the script gave byte-identical output (`out/state/checks.md`).2627## Limitations and open issues28- The balanced set contains only high- and upper-middle-income countries (all OECD members). Switzerland is excluded because of a single missing year (2007), and four lower-income countries are excluded because they have no data before 2011. The result therefore does not represent all 20 countries.29- The countries are equally weighted, not weighted by population.30- I resolved the TUR duplicates only because both copies agree exactly. The script stops if a duplicate pair ever has conflicting values.31- Year-on-year jumps of more than 1.5 years occur in 2020–2022 (e.g. ESP, USA, IND, TUR, BGD). I kept them unchanged, since the task allows no external lookup. They are consistent with COVID-era mortality shocks and recovery.32