# KenPom College Basketball Rating - March Madness

- URL: https://betteranalyst.com/datasets/kenpom-march-madness

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KenPom efficiency ratings for every Division I college basketball team from 2000 to 2026. Includes adjusted offensive and defensive efficiency, tempo, overall efficiency margin, national rankings for each metric, and NCAA Tournament seed where applicable. KenPom ratings are widely regarded as the gold standard for evaluating college basketball teams and are commonly used for March Madness bracket analysis, historical trend research, and predictive modeling.

9.0K rows17 columns937.5 KB

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Try asking

arrow\_forwardWhich teams had the highest adjusted efficiency margin in 2026?arrow\_forwardCompare the offensive and defensive efficiency of all 1-seeds since 2010arrow\_forwardWhat is the average tempo of NCAA Tournament teams vs non-tournament teams?arrow\_forwardShow me the top 20 teams by AdjEM that did not receive a tournament seedarrow\_forwardHow has Duke's adjusted offensive efficiency trended from 2000 to 2026?arrow\_forwardWhich seed has the best average adjusted defensive efficiency historically?

## Data preview

| Year | TeamName | Tempo | RankTempo | AdjTempo | RankAdjTempo | OE | RankOE | AdjOE | RankAdjOE | DE | RankDE | AdjDE | RankAdjDE | AdjEM | RankAdjEM | seed |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| 2000 | Air Force | 68.4 | 215 | 67.08 | 245 | 95.43 | 231 | 97.62 | 216 | 106.42 | 284 | 104.97 | 230 | -7.34 | 224 | |
| 2000 | Akron | 71.25 | 120 | 70.23 | 128 | 103.76 | 85 | 106.53 | 80 | 101.48 | 196 | 101.1 | 148 | 5.43 | 108 | |
| 2000 | Alabama | 70.98 | 127 | 70.47 | 118 | 101.92 | 115 | 107.55 | 69 | 101.94 | 206 | 99.65 | 128 | 7.9 | 85 | |
| 2000 | Alabama A\&M | 78.16 | 6 | 75.24 | 19 | 92.9 | 265 | 89.32 | 299 | 93.16 | 45 | 99.58 | 127 | -10.26 | 246 | |
| 2000 | Alabama St. | 71.97 | 99 | 68.21 | 205 | 90.92 | 285 | 87.9 | 306 | 96.62 | 100 | 103.28 | 197 | -15.39 | 284 | |
| 2000 | Albany | 67.51 | 241 | 67.48 | 229 | 91.77 | 273 | 92.46 | 273 | 100.25 | 176 | 107.91 | 271 | -15.44 | 285 | |
| 2000 | Alcorn St. | 74.53 | 38 | 71.05 | 100 | 98.73 | 173 | 97.85 | 214 | 96.08 | 90 | 103.45 | 204 | -5.6 | 203 | |
| 2000 | American | 70.53 | 137 | 70.26 | 126 | 90.34 | 290 | 91.37 | 285 | 94.47 | 59 | 97.07 | 91 | -5.7 | 205 | |
| 2000 | Appalachian St. | 72.5 | 79 | 72.67 | 49 | 104.41 | 71 | 103.44 | 125 | 94.7 | 64 | 98.02 | 103 | 5.42 | 110 | |
| 2000 | Arizona | 73.54 | 49 | 73.12 | 42 | 104.56 | 68 | 111.49 | 25 | 91.56 | 27 | 88.82 | 15 | 22.67 | 17 | |
| 2000 | Arizona St. | 75.41 | 29 | 74.55 | 22 | 104.02 | 80 | 110.47 | 33 | 98.18 | 134 | 96.38 | 80 | 14.09 | 39 | |
| 2000 | Arkansas | 73.47 | 50 | 72.64 | 50 | 100.71 | 136 | 105.86 | 93 | 94.97 | 72 | 93.73 | 48 | 12.13 | 48 | |
| 2000 | Arkansas Little Rock | 69.12 | 190 | 68.76 | 179 | 97.48 | 195 | 98.52 | 202 | 111.12 | 308 | 114.03 | 313 | -15.5 | 286 | |
| 2000 | Arkansas Pine Bluff | 77.27 | 12 | 74.39 | 24 | 83.85 | 315 | 83.18 | 317 | 102.37 | 214 | 107.83 | 267 | -24.64 | 313 | |
| 2000 | Arkansas St. | 71.51 | 108 | 71.62 | 81 | 99.04 | 170 | 101.92 | 143 | 105.23 | 269 | 106.8 | 251 | -4.88 | 196 | |
| 2000 | Army | 67.19 | 251 | 67.03 | 247 | 77.23 | 317 | 78.12 | 318 | 96.49 | 95 | 101.8 | 161 | -23.68 | 311 | |
| 2000 | Auburn | 68.38 | 216 | 67.55 | 227 | 101.82 | 116 | 106.29 | 86 | 92.18 | 33 | 91.79 | 29 | 14.51 | 38 | |
| 2000 | Austin Peay | 66.26 | 276 | 65.35 | 283 | 107.93 | 30 | 106.22 | 87 | 101.63 | 197 | 101.86 | 165 | 4.36 | 119 | |
| 2000 | BYU | 68.97 | 194 | 67.95 | 212 | 102.71 | 103 | 104.57 | 107 | 93.9 | 54 | 93.65 | 47 | 10.92 | 60 | |
| 2000 | Ball St. | 68.6 | 208 | 68.9 | 175 | 104.45 | 69 | 108.47 | 53 | 97.19 | 106 | 96.58 | 85 | 11.89 | 51 | |
| 2000 | Baylor | 69.81 | 164 | 68.48 | 194 | 93.66 | 259 | 97.34 | 221 | 97.87 | 127 | 97.18 | 92 | 0.16 | 158 | |
| 2000 | Belmont | 67.58 | 238 | 67.82 | 217 | 96.82 | 207 | 100.9 | 161 | 110.87 | 306 | 114.86 | 315 | -13.96 | 274 | |
| 2000 | Bethune Cookman | 75.93 | 24 | 73.57 | 36 | 99.2 | 161 | 96.48 | 231 | 97.69 | 123 | 103.32 | 198 | -6.84 | 217 | |
| 2000 | Boise St. | 65.61 | 285 | 65.25 | 286 | 94.36 | 247 | 95.38 | 242 | 94.75 | 66 | 94.97 | 60 | 0.41 | 156 | |
| 2000 | Boston College | 71.43 | 112 | 69.93 | 141 | 95.98 | 223 | 100.5 | 170 | 97.2 | 107 | 96.82 | 87 | 3.68 | 129 | |
| 2000 | Boston University | 64.74 | 294 | 63.31 | 305 | 91.72 | 274 | 91.66 | 281 | 103.62 | 240 | 107.89 | 269 | -16.23 | 290 | |
| 2000 | Bowling Green | 69.59 | 169 | 69.58 | 152 | 106.09 | 44 | 108.25 | 57 | 100.58 | 179 | 99.83 | 130 | 8.42 | 82 | |
| 2000 | Bradley | 66.6 | 270 | 67.03 | 246 | 96.81 | 208 | 100.96 | 160 | 94.99 | 73 | 94.11 | 52 | 6.85 | 95 | |
| 2000 | Brown | 70.26 | 149 | 71.81 | 78 | 94.79 | 241 | 93.9 | 261 | 104.28 | 253 | 112.05 | 304 | -18.15 | 300 | |
| 2000 | Bucknell | 67.07 | 256 | 66.7 | 252 | 94.38 | 246 | 94.64 | 252 | 92.28 | 35 | 98.85 | 115 | -4.21 | 188 | |
| 2000 | Buffalo | 74.98 | 33 | 74.03 | 30 | 88.52 | 296 | 91.84 | 279 | 109.08 | 304 | 106.85 | 252 | -15.0 | 281 | |
| 2000 | Butler | 63.86 | 304 | 64.66 | 292 | 106.34 | 41 | 105.97 | 91 | 86.74 | 4 | 88.66 | 13 | 17.31 | 30 | |
| 2000 | Cal Poly | 73.12 | 59 | 73.0 | 45 | 103.68 | 87 | 105.36 | 100 | 111.37 | 311 | 112.67 | 308 | -7.31 | 222 | |
| 2000 | Cal St. Fullerton | 70.48 | 139 | 70.48 | 117 | 100.47 | 140 | 102.43 | 136 | 111.33 | 310 | 114.06 | 314 | -11.63 | 260 | |
| 2000 | Cal St. Northridge | 73.57 | 47 | 72.63 | 51 | 104.91 | 63 | 103.9 | 118 | 99.31 | 159 | 98.36 | 108 | 5.53 | 106 | |
| 2000 | California | 70.45 | 141 | 70.11 | 135 | 102.43 | 110 | 107.49 | 70 | 99.47 | 164 | 96.97 | 88 | 10.52 | 63 | |
| 2000 | Campbell | 64.47 | 299 | 64.68 | 291 | 98.14 | 180 | 96.24 | 234 | 108.29 | 299 | 111.61 | 298 | -15.36 | 283 | |
| 2000 | Canisius | 71.88 | 101 | 68.99 | 174 | 99.16 | 165 | 98.83 | 197 | 105.92 | 282 | 108.41 | 277 | -9.58 | 240 | |
| 2000 | Centenary | 64.67 | 296 | 63.45 | 303 | 91.07 | 282 | 93.45 | 264 | 103.06 | 232 | 103.0 | 189 | -9.54 | 239 | |
| 2000 | Central Connecticut | 70.49 | 138 | 69.76 | 144 | 104.07 | 78 | 100.4 | 173 | 89.35 | 14 | 98.31 | 105 | 2.09 | 145 | |
| 2000 | Central Michigan | 69.4 | 177 | 68.71 | 182 | 97.66 | 190 | 101.24 | 150 | 107.99 | 296 | 105.82 | 243 | -4.58 | 190 | |
| 2000 | Charleston Southern | 74.26 | 41 | 73.63 | 34 | 85.18 | 310 | 83.67 | 316 | 100.94 | 188 | 104.71 | 226 | -21.04 | 308 | |
| 2000 | Chattanooga | 67.48 | 245 | 66.28 | 261 | 102.01 | 112 | 101.05 | 154 | 106.45 | 286 | 109.24 | 286 | -8.19 | 232 | |
| 2000 | Chicago St. | 68.01 | 226 | 68.5 | 192 | 94.88 | 239 | 96.47 | 232 | 105.65 | 277 | 107.63 | 263 | -11.16 | 254 | |
| 2000 | Cincinnati | 70.45 | 140 | 69.88 | 143 | 112.28 | 5 | 119.33 | 2 | 87.67 | 9 | 86.17 | 4 | 33.16 | 2 | |
| 2000 | Clemson | 67.39 | 246 | 66.24 | 263 | 95.71 | 226 | 100.15 | 178 | 104.09 | 249 | 102.75 | 183 | -2.59 | 174 | |
| 2000 | Cleveland St. | 72.3 | 86 | 73.07 | 43 | 103.05 | 94 | 104.56 | 108 | 98.68 | 152 | 100.13 | 134 | 4.43 | 118 | |
| 2000 | Coastal Carolina | 72.57 | 75 | 71.21 | 95 | 96.92 | 205 | 97.89 | 212 | 103.58 | 239 | 108.81 | 282 | -10.91 | 250 | |
| 2000 | Colgate | 68.45 | 212 | 67.43 | 232 | 90.93 | 283 | 91.47 | 284 | 95.28 | 77 | 102.22 | 175 | -10.75 | 248 | |
| 2000 | College of Charleston | 65.88 | 282 | 65.72 | 276 | 103.94 | 81 | 100.34 | 175 | 92.23 | 34 | 96.38 | 81 | 3.95 | 126 | |

Showing 50 of 8,965 rows

## What you can do

- Predicting March Madness bracket outcomes using efficiency metrics
- Comparing offensive and defensive efficiency across teams and seasons
- Analyzing historical trends in team performance over 26 seasons
- Identifying tempo and style-of-play matchup advantages
- Evaluating which efficiency metrics best predict tournament success
- Building predictive models for NCAA Tournament games

## Data dictionary

| Column | Type | Description |
| - | - | - |
| Year | integer | Season year (e.g., 2026 for the 2025-26 season) |
| TeamName | text | College basketball team name |
| Tempo | decimal | Raw tempo — possessions per 40 minutes |
| RankTempo | integer | National ranking by raw tempo |
| AdjTempo | decimal | Adjusted tempo — possessions per 40 minutes adjusted for opponent |
| RankAdjTempo | integer | National ranking by adjusted tempo |
| OE | decimal | Raw offensive efficiency — points scored per 100 possessions |
| RankOE | integer | National ranking by raw offensive efficiency |
| AdjOE | decimal | Adjusted offensive efficiency — points per 100 possessions adjusted for opponent |
| RankAdjOE | integer | National ranking by adjusted offensive efficiency |
| DE | decimal | Raw defensive efficiency — points allowed per 100 possessions |
| RankDE | integer | National ranking by raw defensive efficiency |
| AdjDE | decimal | Adjusted defensive efficiency — points allowed per 100 possessions adjusted for opponent |
| RankAdjDE | integer | National ranking by adjusted defensive efficiency |
| AdjEM | decimal | Adjusted efficiency margin — AdjOE minus AdjDE (higher is better) |
| RankAdjEM | integer | National ranking by adjusted efficiency margin (overall KenPom ranking) |
| seed | integer | NCAA Tournament seed (1-16), null if team did not make the tournament |

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- [![MLB Advanced Media](https://betteranalyst.com/images/logos/mlb.png)Live API](https://betteranalyst.com/datasets/mlb-statcast)
  ### [MLB Statcast (Baseball Savant)](https://betteranalyst.com/datasets/mlb-statcast)
  [Comprehensive MLB batting and pitching data — exit velocity, launch angle, pitch velocity, spin rate, expected stats, and advanced analytics for every play since 2015 via Baseball Savant.](https://betteranalyst.com/datasets/mlb-statcast)

  [MLB Advanced Media](https://betteranalyst.com/datasets/mlb-statcast)
- [![NAICS Industry Classification Codes (2022)](https://betteranalyst.com/images/logos/census.png)File](https://betteranalyst.com/datasets/naics-industry-classification-codes)
  ### [NAICS Industry Classification Codes (2022)](https://betteranalyst.com/datasets/naics-industry-classification-codes)
  [Complete 2022 NAICS code hierarchy with all 2,122 industry classifications across 5 levels.](https://betteranalyst.com/datasets/naics-industry-classification-codes)

  [U.S. Census Bureau](https://betteranalyst.com/datasets/naics-industry-classification-codes)
- [![US ZIP Code Geographic Reference](https://betteranalyst.com/images/logos/census.png)File](https://betteranalyst.com/datasets/us-zip-code-reference-data)
  ### [US ZIP Code Geographic Reference](https://betteranalyst.com/datasets/us-zip-code-reference-data)
  [Geographic reference for 33,791 ZIP codes with state, county, coordinates, and land area.](https://betteranalyst.com/datasets/us-zip-code-reference-data)

  [U.S. Census Bureau](https://betteranalyst.com/datasets/us-zip-code-reference-data)
