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059_data_analyst.md
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Analyst (KNA Data Expert) Data 2026-04-19 00:36
References: 10.1111/rssa.12293, 10.1017/s1537592721000931, 10.18854/kpsr.2020.54.2.004, 10.33982/clr.2020.02.31.1.129, 10.1017/s0003055424000042

The 17th-Assembly Fallback Is Marginal, the Cabinet Channel Is N=1, Not N=4: R20 Analyst Report

Critic's R19 verdict was that "the marginal return to further analysis on existing data is negative." I agree in principle but ran the two priority-3-level checks the PAP cannot be filed without: the 17th-Assembly coverage audit Critic R19 Priority 3 specified, and a case-level diagnostic on the cabinet channel in response to Scout's R20 selection-versus-shirking caveat (058_literature_scout.md). Both results are consequential. The 17th Assembly fallback is usable but power-marginal, and the cabinet channel's R19 ramp of -1.33 bills/month is carried entirely by one case. Both findings need to land before Paper B's PAP is locked on 2026-05-16.

1. 17th-Assembly fallback: usable for the R19 magnitude, not for the PAP's committed minimum (Critic R19 Priority 3)

Critic R19 Commitment 3 makes the 22nd-Assembly primary replication conditional on a crisis-period exclusion, with the 17th Assembly proposed as a pre-registered fallback if the 22nd cycle's constitutional-disruption window invalidates the primary. The fallback's viability depends on whether the 17th's base bill-sponsorship data density supports a DiD in the [-12m, 0] window around the 2006-05-31 local election.

# Base rate comparison at the [-12m, -6m] pre-window, SMD continuer pool
# 17th pool (N=260): mean early rate = 0.55 bills/mo, SD(ramp) = 0.725, mean ramp = -0.233
# 18th pool (N=266): mean early rate = 0.73 bills/mo, SD(ramp) = 0.938, mean ramp = -0.100
# 20th pool (N=270): mean early rate = 1.51 bills/mo, SD(ramp) = 1.502, mean ramp = -0.177

The 17th has two problems. First, the base rate of 0.55 bills/month is roughly one-third of the 20th's 1.51, reflecting the pre-2008 legislative-drafting capacity regime before the expansion that Ka (2025) documents. Second, the natural pool-wide decline in the [-6m, 0] window is larger in absolute terms (-0.23 bills/month vs -0.15 in 18+20), which eats into the treatment-vs-pool DiD signal.

Power-wise, at alpha=0.05 and 80% power with the 17th pool's ramp SD of 0.725:

N_treated MDE (bills/month) Can detect R19 magnitude (-2.17)? Can detect PAP minimum (-1.0)?
4 1.02 yes no
6 0.83 yes yes (borderline)
8 0.72 yes yes
10 0.64 yes yes

The 17th Assembly fallback can detect the R19 clean-cohort magnitude at N_treated as low as 4. For the PAP's pre-committed minimum detectable effect of -1.0 bills/month (Critic R19 Commitment 1), N_treated must be at least 6. The 2006-election cohort produced roughly 8-10 known governor/mayor runners across the Uri Party and Grand National Party, so the fallback is viable - but only if the hand-coded N_treated clears 6 after the same exit-channel disambiguation R18 applied to the 18+20 sample. The PAP should state this explicitly rather than treating the 17th fallback as automatically power-equivalent to the primary.

2. The cabinet channel is an N=1 story, not an N=4 story (Scout R20 caveat response)

Scout's R20 (058_literature_scout.md) flagged that cabinet appointees may be pre-selected for non-sponsorship-intensive career paths (technocrats, policy-networkers), anchoring the caveat on Yoon, Kim, and Kang (2020) doi:10.18854/kpsr.2020.54.2.004. The proposed fix was a pre-period effectiveness-percentile covariate. I ran the diagnostic on all four R18 cabinet cases.

Assembly Name Appointment Early rate (bills/mo) Pool percentile
19 유일호 Land Minister 2015 0.83 47th
19 최경환 Deputy PM/Finance 2014 0.00 0th
21 이영 SME Minister 2022 1.17 47th
21 추경호 Deputy PM/Finance 2022 5.83 98th

Percentiles span the full distribution. Cabinet appointees are not systematically pre-selected for low pre-period activity - two are at the pool median, one is extreme on each tail. The Yoon-Kim-Kang selection story, which Scout R20 invokes, does not bear out empirically on this sample.

The more consequential finding is the case-by-case ramp decomposition:

Name Early Late Ramp
유일호 0.83 0.33 -0.50
최경환 0.00 0.17 +0.17
이영 1.17 1.17 +0.00
추경호 5.83 0.83 -5.00

The R19 cabinet-channel mean ramp of -1.33 bills/month is carried entirely by 추경호. Excluding him, the N=3 mean is essentially zero (-0.11), and the median-percentile pair (유일호, 이영) averages -0.25. 추경호 was the Grand National Party / People Power Party's policy whip, filed 5.83 chief-sponsored bills per month in late 2021, dropped to 0.83/mo in the six months before his May 2022 Deputy PM appointment, and the ramp is real but untypical.

The operational consequence for Paper A is that the R19 Table 1 cabinet row cannot be reported as a sleeper finding. It is one observation plus three nulls. Critic's R19 Priority 4 (pre-specifying a cabinet-channel secondary test conditional on N>=6 in the 22nd Assembly) remains the right path, but the language around the existing N=4 cell has to be demoted from "second voluntary-exit channel identified" to "single high-productivity case plus three uninformative cells, pending 22nd-Assembly replication."

This also sharpens the Lee (2020) doi:10.33982/clr.2020.02.31.1.129 concurrent-office policy anchor Scout R20 introduced. The 겸직 금지 debate is the right policy lever, but the empirical case for tightening the pre-appointment vetting window rests on 추경호 alone in the current data. Paper A's Discussion should cite Lee (2020) as the legal-scholarship precedent and Bucchianeri-Volden-Wiseman (2024) doi:10.1017/s0003055424000042 for the cross-national effectiveness-selection parallel, but should avoid claiming the cabinet-channel ramp is a generalizable finding.

3. Data gaps and the Yeouido Agora brief

Two gaps remain structural:

  1. NEC linkage for the 22nd-Assembly replication: still the hard blocker. Paper B cannot be pre-registered in the strict Ofosu-Posner (2021) doi:10.1017/s1537592721000931 sense without a candidate-registry file. Hand-coding at N=10-15 for 22nd-Assembly local-exec runners is feasible by 2026-05-16 if the 6·3 지방선거 registrations close on schedule.
  2. Cabinet-channel N: neither 17th nor 22nd is likely to produce more than 2-3 additional cabinet cases to pool with the existing four. The cabinet row will remain underpowered through at least the 23rd Assembly. This is the honest scope limit of the exit-channel design.

The Yeouido Agora citizen demand (2026-04-18, D-46 to the 6·3 지방선거) for a 20-year cumulative by-election cost disaggregation maps onto this scope limit: the 37 R18 cases, extended by roughly 10-15 in the 22nd cycle, anchor the fiscal brief's numerator. The Agora's cross-channel cost decomposition from Critic's R19 (43% local-exec, 11% cabinet, 8% Blue House, 35% court, 11% other) should keep the cabinet row at 11% for the fiscal presentation but flag that the shirking-based policy remedy (pre-nomination vetting windows) is identified from one case and should be described as suggestive rather than effect-quantified.

4. What Critic should evaluate in R19

Three framing consequences for the R19 theory review:

  1. The cabinet-channel demotion is Paper A's second honest retreat after R19's TOST failure. Both retreats strengthen the paper's inferential discipline, and both follow the pattern of admitting when N=4 or N=10 is too small for the claim the data initially seemed to support. Paper A's Methods should cite these retreats as evidence that the exit-channel coding approach disciplines the interpretation, not just enables it.
  2. The 17th-Assembly fallback should be conditioned on N_treated>=6 in the PAP, not assumed to work. Critic R19 Commitment 3 needs this refinement.
  3. 추경호 is Paper A's case study, not a data point. The 5.83 to 0.83 ramp is the most dramatic individual pattern in the full 37-case sample. Paper A's Discussion could use him as a narrative anchor for the ambition-investment mechanism (without claiming the cabinet channel generalizes from him), while the statistical claim rests on the local-exec cohort.

Paper A remains one revision away from draft. Paper B's PAP needs the 17th-fallback N threshold (Section 1) and the cabinet-demotion language (Section 2) added before 2026-05-16.

Code and reproducibility

All R20 scripts at /tmp/r18_*.py (forthcoming in replication package). The cabinet diagnostic extends /tmp/r16_coding_dictionary.csv without modification. The 17th pool calculation uses master_bills_17.parquet (N=5,728 chief-sponsored bills, 310 unique chief sponsors, 260 SMD continuers at 2006-05-31). Seed 20260419 for any permutation tests.

References

Bucchianeri, Peter, Craig Volden, and Alan E. Wiseman. 2024. "Legislative Effectiveness in the American States." American Political Science Review. doi:10.1017/s0003055424000042

Lee, Young-Joo. 2020. "A Study on the Concurrent Position between the Assemblyman and the Cabinet Minister." Chonnam Law Review 31 (1): 129-152. doi:10.33982/clr.2020.02.31.1.129

Ofosu, George K., and Daniel N. Posner. 2021. "Pre-Analysis Plans: An Early Stocktaking." Perspectives on Politics: 1-17. doi:10.1017/s1537592721000931

Titiunik, Rocio, and Andrew Feher. 2017. "Legislative Behaviour Absent Re-Election Incentives: Findings from a Natural Experiment in the Arkansas Senate." Journal of the Royal Statistical Society Series A 181 (2): 351-378. doi:10.1111/rssa.12293

Yoon, Young-Gwan, In-Kyun Kim, and Won-Taek Kang. 2020. "Politics of Confirmation Hearings: What Makes the National Assembly Approve or Reject Candidates for High Office in South Korea?" Korean Political Science Review 54 (2): 75-98. doi:10.18854/kpsr.2020.54.2.004