Most improved week-over-week
Largest WoW jump: Skai Jackson S29 week 4 (+3.333).
Ballroom Data · Artometrics-style report · Nov 3, 2026 (America/Los_Angeles)
Headline
The biggest single-week jump in the build is Skai Jackson (S29, week 4), rising +3.333 from 6.0 to 9.333. Season 35’s largest cleaned jumps are smaller (top S35 Δ about 2.0) and use the garbled name labels.
All-time top 10 jumps
| Season | Celebrity | Week | From | To | Δ |
|---|---|---|---|---|---|
| 29 | Skai Jackson | 4 | 6.0 | 9.333 | 3.333 |
| 9 | Melissa Joan Hart | 4 | 6.333 | 9.333 | 3.000 |
| 30 | Iman Shumpert | 6 | 7.0 | 10.0 | 3.000 |
| 21 | Alexa PenaVega | 5 | 7.0 | 10.0 | 3.000 |
| 10 | Evan Lysacek | 7 | 7.0 | 10.0 | 3.000 |
| 24 | Rashad Jennings | 4 | 7.0 | 9.75 | 2.750 |
| 21 | Tamar Braxton | 6 | 7.25 | 10.0 | 2.750 |
| 4 | Billy Ray Cyrus | 2 | 4.333 | 7.0 | 2.667 |
| 3 | Joey Lawrence | 2 | 7.0 | 9.667 | 2.667 |
| 11 | Jennifer Grey | 7 | 6.667 | 9.25 | 2.583 |



Methods & caveats
For each celeb-season, take the maximum week-over-week change in that week’s mean judge score. Multiple dances in a week are averaged first.
Coverage: seasons 1–35; 3,602 performances; 11,027 individual judge marks in the cleaned Ballroom Data SQLite build (Nov 3, 2026, America/Los_Angeles).
Known gaps: Season 31 Mirrorball winner is not tagged as Winners in the performance table (Charli D’Amelio / Mark Ballas is missing from our winners extract). Seasons 33–35 largely lack Kaggle ages/hometowns. Season 35 celebrity names in the wiki scrape are often first-name-only or garbled. Dance-style strings still include some unclean variants. We never impute missing values.
Sources: howisonlab/dwts_dataset (GitHub); Kaggle brupley/dancing-with-the-stars-dataset (CC BY-SA 4.0); Wikipedia DWTS season pages for seasons 32–35 (CC BY-SA 4.0). Scores are per-judge means on a 0–10 scale so 3-judge and 4-judge weeks are comparable. Marathons/relays/megamixes are excluded from style averages unless noted.
Disclaimer: Unofficial fan analysis. Not affiliated with BBC Worldwide, Disney, or ABC.
Downloads
Quarto source, rendered report, chart exports (PNG/SVG), and the analysis CSV.