My dyNASTY conversation with Analytics Pig

Re: “Rank the current league members by how dynastic they are (I.e. how dominant they have been over the course of the league's history). The current members are: Luke, Gabs, Tim, Eric, Jeff Lin, David Li, Andrew, Aaron, Laura, Haji, Jeff Chen, and Abraham.”Inquiry № 1

Now let me pull final standings data to get championship counts and win rates for these managers. Let me query for titles and deeper career stats.

I have everything I need to build the dynasty ranking. I'll use a composite of career rating, championships, playoff appearances per season, average win pct, and avg final rank.

The Dynasty Table. Five Rings Settles It.

Luke Lin has built the only legitimate dynasty in this league's history: 5 championships, the highest career rating among current members (+0.197), and 21 playoff appearances in 23 seasons. He has been a threat every single year since the league's founding and has the hardware to prove it. Eric and Gabs share second tier with 3 titles each, but only Eric has the longevity to match Luke's footprint. Everyone else is filing for relevance.

Jeff Lin is the sleeper anomaly — 1 title in 6 seasons with the second-best avg final rank (4.17) among current members, suggesting genuine competence rather than a fluke. Tim has played 23 seasons and won once. That ratio belongs in a Hall of Shame exhibit. Aaron logged 21 seasons, 17 playoff trips, and 1 ring. Jeff Chen played 22 years, made 19 playoffs, and won zero. The Historian will note that without hardware, tenure is just suffering documented.

`SLAB: Current Members · All-Time · The Dynasty Rankings | Receipts Enclosed`

Rank	Manager	Titles	Playoff Apps	Seasons	Avg Final Rank	Career Rating	All-Play %
1	Luke Lin	5	21	23	4.96	+0.197	51.9%
2	Eric San	3	20	22	5.18	+0.114	51.6%
3	Gabs	3	15	19	6.37	+0.079	51.1%
4	Jeff Lin	1	6	6	4.17	-0.046	50.3%
5	David Li	1	15	15	5.20	-0.133	49.1%
6	Tim	1	19	23	6.17	-0.030	49.2%
7	Aaron Chou	1	17	21	7.29	-0.048	49.8%
8	Haji	0	5	5	6.00	+0.037	55.5%
9	Andrew	1	10	12	7.67	-0.241	46.2%
10	Jeff Chen	0	19	22	7.14	-0.156	47.6%
11	Abraham	0	11	13	8.31	-0.023	49.2%
12	Laura	0	13	15	7.87	-0.231	45.4%

† Jeff Chen has made 19 playoffs in 22 years and won zero championships. That is not bad luck — that is a lifestyle choice the data can no longer excuse.

Re: “Why is Haji ranked higher than Andrew when Andrew has won a title and Haji has not? Also, shouldn't you take into consideration 2nd and 3rd place finishes?”Inquiry № 2

Fair challenge. Let me pull the actual placement data to build a more complete picture before re-ranking.

Let me fix that SQL and also pull the full placement breakdown correctly.

Good catch on both counts. Now I have everything I need. Let me build a proper composite score using a weighted podium system (1st = 3 pts, 2nd = 2 pts, 3rd = 1 pt), alongside seasons played for context, and career rating. Haji was over-ranked before — only 5 seasons and zero titles — while Andrew has a title, a runner-up, AND a third place in 12 seasons.

Re-Ranked, With Receipts. Andrew Was Robbed.

You are correct on both counts. Haji has played exactly 5 seasons and has never sniffed a championship — his prior ranking was inflated by a strong all-play percentage over a tiny sample. Andrew has a title, a runner-up, AND a third-place finish in 12 seasons, making him legitimately more dynastic. The revised ranking uses a weighted podium score (1st = 3 pts, 2nd = 2 pts, 3rd = 1 pt) alongside career rating and seasons context. Tim's 4 runner-ups finally get their due. Jeff Lin's obscene 1-2-2-3 record across just 6 seasons remains the most unsettling résumé in the league.

`SLAB: Current Members · All-Time · Dynasty Re-Rank | Podium-Weighted`

Rank	Manager	Seasons	1st	2nd	3rd	Podium Pts	Career Rating
1	Luke Lin	23	5	3	1	22	+0.197
2	Eric San	22	3	0	2	11	+0.114
3	Gabs	19	3	1	3	14	+0.079
4	Jeff Lin	6	1	2	1	8	-0.046
5	Tim	23	1	4	1	12	-0.030
6	David Li	15	1	1	2	7	-0.133
7	Andrew	12	1	1	1	6	-0.241
8	Aaron Chou	21	1	0	4	7	-0.048
9	Laura	15	0	2	1	5	-0.231
10	Haji	5	0	1	0	2	+0.037
11	Jeff Chen	22	0	2	0	4	-0.156
12	Abraham	13	0	0	0	0	-0.023

† Jeff Chen has played 22 seasons, finished 2nd twice, and never won. That is not a dynasty. That is a monument to almost. Abraham has 13 seasons of podium-free existence, which at this point is its own kind of achievement.