Log odds ratios from each sport’s regression models considering education and income
| NFL | College FB | MLB | NBA | |
|---|---|---|---|---|
| Household income | ||||
| Less than $25,000 | −0.537** | −0.553** | −0.671*** | −0.698** |
| $25,000–49,999 | −0.437* | −0.386* | −0.567** | −0.427* |
| $50,000–74,999 | −0.421* | −0.303 | −0.243 | −0.284 |
| $75,000–99,999 | −0.431* | −0.375* | −0.290 | −0.380* |
| $100,000–149,999 | 0.135 | −0.118 | −0.184 | 0.325* |
| $150,000 or more | – | – | – | – |
| Education | ||||
| HS diplomas or less | −0.528** | −0.726*** | −0.452** | −0.845*** |
| Some college | −0.582*** | −0.717*** | −0.600*** | −1.208*** |
| Associate degree | −0.319 | −0.506** | −0.446* | −0.934*** |
| 4-year college degree | −0.412** | −0.503*** | −0.298* | −0.744*** |
| Graduate degree | – | – | – | – |
| Gender | ||||
| Non-binary | −0.543 | 0.245 | −0.244 | −1.224 |
| Men | 0.818*** | 0.532*** | 0.581*** | 0.843*** |
| Women | – | – | – | – |
| Race/ethnicity | ||||
| Indigenous | 1.199*** | 0.911** | 0.984** | 1.925*** |
| Asian | 0.123 | 0.040 | 0.284 | 1.031*** |
| Black | 0.408* | 0.379* | 0.179 | 1.418*** |
| Latinx | −0.011 | 0.019 | 0.501** | 1.045*** |
| Other | −0.932** | −0.118 | −0.807 | 0.137 |
| White | – | – | – | – |
| Nagelkerke R2 | 0.129 | 0.085 | 0.089 | 0.227 |
| NFL | College FB | MLB | NBA | |
|---|---|---|---|---|
| Less than $25,000 | −0.537** | −0.553** | −0.671*** | −0.698** |
| $25,000–49,999 | −0.437* | −0.386* | −0.567** | −0.427* |
| $50,000–74,999 | −0.421* | −0.303 | −0.243 | −0.284 |
| $75,000–99,999 | −0.431* | −0.375* | −0.290 | −0.380* |
| $100,000–149,999 | 0.135 | −0.118 | −0.184 | 0.325* |
| $150,000 or more | – | – | – | – |
| HS diplomas or less | −0.528** | −0.726*** | −0.452** | −0.845*** |
| Some college | −0.582*** | −0.717*** | −0.600*** | −1.208*** |
| Associate degree | −0.319 | −0.506** | −0.446* | −0.934*** |
| 4-year college degree | −0.412** | −0.503*** | −0.298* | −0.744*** |
| Graduate degree | – | – | – | – |
| Non-binary | −0.543 | 0.245 | −0.244 | −1.224 |
| Men | 0.818*** | 0.532*** | 0.581*** | 0.843*** |
| Women | – | – | – | – |
| Indigenous | 1.199*** | 0.911** | 0.984** | 1.925*** |
| Asian | 0.123 | 0.040 | 0.284 | 1.031*** |
| Black | 0.408* | 0.379* | 0.179 | 1.418*** |
| Latinx | −0.011 | 0.019 | 0.501** | 1.045*** |
| Other | −0.932** | −0.118 | −0.807 | 0.137 |
| White | – | – | – | – |
| Nagelkerke | 0.129 | 0.085 | 0.089 | 0.227 |
| MLS | NHL | Summer Ol | Winter Ol | |
|---|---|---|---|---|
| Household income | ||||
| Less than $25,000 | −0.921*** | −0.735*** | −0.070 | −0.199 |
| $25,000–49,999 | −0.700*** | −0.581** | 0.095 | 0.116 |
| $50,000–74,999 | −0.537** | −0.403* | 0.292 | 0.212 |
| $75,000–99,999 | −0.602** | −0.353 | 0.095 | 0.101 |
| $100,000–149,999 | 0.166 | −0.014 | −0.035 | −0.019 |
| $150,000 or more | – | – | – | – |
| Education | ||||
| HS diplomas or less | −0.976*** | −0.610*** | −0.813*** | −0.515** |
| Some college | −1.439*** | −0.874*** | −0.419* | −0.243 |
| Associate degree | −1.270*** | −0.876*** | 0.019 | 0.154 |
| 4-year college degree | −0.799*** | −0.588*** | 0.032 | 0.012 |
| Graduate degree | – | – | – | – |
| Gender | ||||
| Non-binary | 0.069 | 0.589 | −0.583 | 0.315 |
| Men | 0.557 | 0.642*** | −0.113 | −0.247* |
| Women | – | – | – | – |
| Race/ethnicity | ||||
| Indigenous | 1.853*** | 1.521*** | −0.087 | −0.089 |
| Asian | 0.818*** | 0.414** | −0.171 | −0.106 |
| Black | 0.807*** | 0.455* | −0.001 | −0.313 |
| Latinx | 1.095*** | 0.415* | −0.402* | −0.567** |
| Other | −0.238 | −1.128* | −0.512 | −0.482 |
| White | – | – | – | – |
| Nagelkerke R2 | 0.216 | 0.135 | 0.040 | 0.033 |
| MLS | NHL | Summer Ol | Winter Ol | |
|---|---|---|---|---|
| Less than $25,000 | −0.921*** | −0.735*** | −0.070 | −0.199 |
| $25,000–49,999 | −0.700*** | −0.581** | 0.095 | 0.116 |
| $50,000–74,999 | −0.537** | −0.403* | 0.292 | 0.212 |
| $75,000–99,999 | −0.602** | −0.353 | 0.095 | 0.101 |
| $100,000–149,999 | 0.166 | −0.014 | −0.035 | −0.019 |
| $150,000 or more | – | – | – | – |
| HS diplomas or less | −0.976*** | −0.610*** | −0.813*** | −0.515** |
| Some college | −1.439*** | −0.874*** | −0.419* | −0.243 |
| Associate degree | −1.270*** | −0.876*** | 0.019 | 0.154 |
| 4-year college degree | −0.799*** | −0.588*** | 0.032 | 0.012 |
| Graduate degree | – | – | – | – |
| Non-binary | 0.069 | 0.589 | −0.583 | 0.315 |
| Men | 0.557 | 0.642*** | −0.113 | −0.247* |
| Women | – | – | – | – |
| Indigenous | 1.853*** | 1.521*** | −0.087 | −0.089 |
| Asian | 0.818*** | 0.414** | −0.171 | −0.106 |
| Black | 0.807*** | 0.455* | −0.001 | −0.313 |
| Latinx | 1.095*** | 0.415* | −0.402* | −0.567** |
| Other | −0.238 | −1.128* | −0.512 | −0.482 |
| White | – | – | – | – |
| Nagelkerke | 0.216 | 0.135 | 0.040 | 0.033 |
| F1 | NASCAR | Men’s WC | EPL | |
|---|---|---|---|---|
| Household income | ||||
| Less than $25,000 | −0.336 | −0.480 | −0.635* | −0.967** |
| $25,000–49,999 | −0.083 | −0.215 | −0.402 | −0.904*** |
| $50,000–74,999 | 0.051 | −0.239 | −0.262 | −0.369 |
| $75,000–99,999 | 0.372 | −0.374 | −0.267 | −0.248 |
| $100,000–149,999 | 0.783*** | −0.084 | 0.220 | 0.431* |
| $150,000 or more | – | – | – | – |
| Education | ||||
| HS diplomas or less | −0.248 | −0.190 | −0.659** | −1.106*** |
| Some college | −0.770*** | −0.324 | −0.716*** | −1.513*** |
| Associate degree | −1.214*** | −0.248 | −0.964*** | −1.413*** |
| 4-year college degree | −0.488** | −0.489** | −0.176 | −0.672*** |
| Graduate degree | – | – | – | – |
| Gender | ||||
| Non-binary | 0.511 | 0.512 | −0.345 | −19.445 |
| Men | 0.672*** | 0.368** | 0.889*** | 0.899*** |
| Women | – | – | – | – |
| Race/ethnicity | ||||
| Indigenous | 0.870* | 0.895** | 0.208 | 0.470 |
| Asian | 0.852*** | −0.105 | 0.625*** | 0.494* |
| Black | 0.634** | 0.205 | 0.442 | 0.732** |
| Latinx | 0.376 | −0.262 | 1.063*** | 0.594* |
| Other | −0.125 | −1.207* | 0.405 | 0.156 |
| White | – | – | – | – |
| Nagelkerke R2 | 0.128 | 0.043 | 0.130 | 0.215 |
| F1 | NASCAR | Men’s WC | EPL | |
|---|---|---|---|---|
| Less than $25,000 | −0.336 | −0.480 | −0.635* | −0.967** |
| $25,000–49,999 | −0.083 | −0.215 | −0.402 | −0.904*** |
| $50,000–74,999 | 0.051 | −0.239 | −0.262 | −0.369 |
| $75,000–99,999 | 0.372 | −0.374 | −0.267 | −0.248 |
| $100,000–149,999 | 0.783*** | −0.084 | 0.220 | 0.431* |
| $150,000 or more | – | – | – | – |
| HS diplomas or less | −0.248 | −0.190 | −0.659** | −1.106*** |
| Some college | −0.770*** | −0.324 | −0.716*** | −1.513*** |
| Associate degree | −1.214*** | −0.248 | −0.964*** | −1.413*** |
| 4-year college degree | −0.488** | −0.489** | −0.176 | −0.672*** |
| Graduate degree | – | – | – | – |
| Non-binary | 0.511 | 0.512 | −0.345 | −19.445 |
| Men | 0.672*** | 0.368** | 0.889*** | 0.899*** |
| Women | – | – | – | – |
| Indigenous | 0.870* | 0.895** | 0.208 | 0.470 |
| Asian | 0.852*** | −0.105 | 0.625*** | 0.494* |
| Black | 0.634** | 0.205 | 0.442 | 0.732** |
| Latinx | 0.376 | −0.262 | 1.063*** | 0.594* |
| Other | −0.125 | −1.207* | 0.405 | 0.156 |
| White | – | – | – | – |
| Nagelkerke | 0.128 | 0.043 | 0.130 | 0.215 |
| WNBA | NCAA(M) | Women’s WC | MinorLB | |
|---|---|---|---|---|
| Household income | ||||
| Less than $25,000 | −0.519 | −0.266 | −0.914** | −0.420 |
| $25,000–49,999 | −0.588* | −0.138 | −0.634* | −0.585* |
| $50,000–74,999 | −0.429 | 0.280 | −0.585* | −0.338 |
| $75,000–99,999 | −0.568* | 0.000 | −0.242 | −0.517* |
| $100,000–149,999 | 0.102 | −0.189 | 0.069 | 0.089 |
| $150,000 or more | – | – | – | – |
| Education | ||||
| HS diplomas or less | −1.101*** | −0.149 | −0.577* | −0.629* |
| Some college | −0.945*** | 0.024 | −0.847** | −0.768** |
| Associate degree | −0.634** | 0.326 | −0.560* | −0.560* |
| 4-year college degree | −0.510** | 0.234 | −0.164 | −0.195 |
| Graduate degree | – | – | – | – |
| Gender | ||||
| Non-binary | 1.038 | −18.627 | −0.016 | 1.048 |
| Men | −0.048 | 0.869*** | 0.278 | 0.172 |
| Women | – | – | – | – |
| Race/ethnicity | ||||
| Indigenous | 0.506 | −0.178 | −0.209 | 0.760 |
| Asian | 0.875*** | −0.180 | 0.738*** | 0.411 |
| Black | 1.775*** | 0.275 | 0.663** | 0.696** |
| Latinx | 0.637** | −0.532 | 0.661** | 0.471 |
| Other | −0.314 | 0.062 | −0.523 | −0.597 |
| White | – | – | – | – |
| Nagelkerke R2 | 0.117 | 0.059 | 0.078 | 0.056 |
| WNBA | NCAA(M) | Women’s WC | MinorLB | |
|---|---|---|---|---|
| Less than $25,000 | −0.519 | −0.266 | −0.914** | −0.420 |
| $25,000–49,999 | −0.588* | −0.138 | −0.634* | −0.585* |
| $50,000–74,999 | −0.429 | 0.280 | −0.585* | −0.338 |
| $75,000–99,999 | −0.568* | 0.000 | −0.242 | −0.517* |
| $100,000–149,999 | 0.102 | −0.189 | 0.069 | 0.089 |
| $150,000 or more | – | – | – | – |
| HS diplomas or less | −1.101*** | −0.149 | −0.577* | −0.629* |
| Some college | −0.945*** | 0.024 | −0.847** | −0.768** |
| Associate degree | −0.634** | 0.326 | −0.560* | −0.560* |
| 4-year college degree | −0.510** | 0.234 | −0.164 | −0.195 |
| Graduate degree | – | – | – | – |
| Non-binary | 1.038 | −18.627 | −0.016 | 1.048 |
| Men | −0.048 | 0.869*** | 0.278 | 0.172 |
| Women | – | – | – | – |
| Indigenous | 0.506 | −0.178 | −0.209 | 0.760 |
| Asian | 0.875*** | −0.180 | 0.738*** | 0.411 |
| Black | 1.775*** | 0.275 | 0.663** | 0.696** |
| Latinx | 0.637** | −0.532 | 0.661** | 0.471 |
| Other | −0.314 | 0.062 | −0.523 | −0.597 |
| White | – | – | – | – |
| Nagelkerke | 0.117 | 0.059 | 0.078 | 0.056 |
| La Liga | WTA | IndyCar | ATP | |
|---|---|---|---|---|
| Household income | ||||
| Less than $25,000 | −0.713 | −0.829* | −1.198*** | −0.640 |
| $25,000–49,999 | −0.614* | −0.500* | −0.541* | −0.476 |
| $50,000–74,999 | −0.792** | −0.925*** | −0.205 | −0.675* |
| $75,000–99,999 | −0.157 | −0.853** | −0.589* | −0.174 |
| $100,000–149,999 | 0.578** | −0.245 | −0.275 | 0.122 |
| $150,000 or more | – | – | – | – |
| Education | ||||
| HS diplomas or less | −1.269*** | −1.094*** | −0.301 | −0.644* |
| Some college | −1.368*** | −0.912*** | −0.070 | −1.114*** |
| Associate degree | −1.573*** | −0.952** | −0.567 | −0.744* |
| 4-year college degree | −1.059*** | −0.427* | −0.361 | −0.451* |
| Graduate degree | – | – | – | – |
| Gender | ||||
| Non-binary | −18.172 | −0.079 | 0.861 | −18.529 |
| Men | 1.113*** | −0.097 | 0.466** | 0.504** |
| Women | – | – | – | – |
| Race/ethnicity | ||||
| Indigenous | 0.451 | 1.098* | 0.364 | 0.227 |
| Asian | 0.193 | 0.755*** | −0.037 | 0.686** |
| Black | 0.874** | 0.877*** | 0.005 | 0.493 |
| Latinx | 1.568*** | 0.009 | 0.070 | −0.145 |
| Other | −0.277 | −0.903 | −0.584 | −0.356 |
| White | – | – | – | – |
| Nagelkerke R2 | 0.239 | 0.091 | 0.047 | 0.092 |
| La Liga | WTA | IndyCar | ATP | |
|---|---|---|---|---|
| Less than $25,000 | −0.713 | −0.829* | −1.198*** | −0.640 |
| $25,000–49,999 | −0.614* | −0.500* | −0.541* | −0.476 |
| $50,000–74,999 | −0.792** | −0.925*** | −0.205 | −0.675* |
| $75,000–99,999 | −0.157 | −0.853** | −0.589* | −0.174 |
| $100,000–149,999 | 0.578** | −0.245 | −0.275 | 0.122 |
| $150,000 or more | – | – | – | – |
| HS diplomas or less | −1.269*** | −1.094*** | −0.301 | −0.644* |
| Some college | −1.368*** | −0.912*** | −0.070 | −1.114*** |
| Associate degree | −1.573*** | −0.952** | −0.567 | −0.744* |
| 4-year college degree | −1.059*** | −0.427* | −0.361 | −0.451* |
| Graduate degree | – | – | – | – |
| Non-binary | −18.172 | −0.079 | 0.861 | −18.529 |
| Men | 1.113*** | −0.097 | 0.466** | 0.504** |
| Women | – | – | – | – |
| Indigenous | 0.451 | 1.098* | 0.364 | 0.227 |
| Asian | 0.193 | 0.755*** | −0.037 | 0.686** |
| Black | 0.874** | 0.877*** | 0.005 | 0.493 |
| Latinx | 1.568*** | 0.009 | 0.070 | −0.145 |
| Other | −0.277 | −0.903 | −0.584 | −0.356 |
| White | – | – | – | – |
| Nagelkerke | 0.239 | 0.091 | 0.047 | 0.092 |
| PGA | NCAA(W) | LigaMX | NWSL | LPGA | |
|---|---|---|---|---|---|
| Household income | |||||
| Less than $25,000 | −0.081 | 0.164 | −0.059 | −0.709 | 0.335 |
| $25,000–49,999 | 0.518 | 0.013 | −0.348 | −0.285 | 0.577 |
| $50,000–74,999 | 0.535 | −0.074 | 0.131 | −0.587 | 0.688 |
| $75,000–99,999 | 0.437 | −0.051 | −0.256 | −0.662 | −0.088 |
| $100,000–149,999 | 0.565* | −0.059 | 0.643* | 0.167 | 0.707 |
| $150,000 or more | – | – | – | – | – |
| Education | |||||
| HS diplomas or less | −0.580* | −0.762* | −0.558 | −0.829** | −0.748* |
| Some college | −0.278 | −0.596* | −0.998** | −1.184*** | −0.337 |
| Associate degree | 0.057 | 0.038 | −0.379 | −1.020** | 0.083 |
| 4-year college degree | −0.403 | −0.116 | −0.485 | −0.574* | −0.478 |
| Graduate degree | – | – | – | – | |
| Gender | |||||
| Non-binary | −18.306 | −18.746 | −18.529 | −18.699 | −17.612 |
| Men | 0.728*** | 0.322 | 0.512** | 0.102 | 0.403 |
| Women | – | – | – | – | – |
| Race/ethnicity | |||||
| Indigenous | −0.224 | 0.223 | 0.275 | 0.699 | 0.994 |
| Asian | 0.193 | 0.594* | 0.710* | 0.916*** | 0.323 |
| Black | 0.059 | 1.305*** | 1.067*** | 1.139*** | 0.500 |
| Latinx | −0.672 | 0.412 | 1.944*** | 0.635 | 0.359 |
| Other | −0.732 | −0.005 | 0.166 | 0.395 | −17.709 |
| White | – | – | – | – | – |
| Nagelkerke R2 | 0.055 | 0.050 | 0.119 | 0.081 | 0.045 |
| PGA | NCAA(W) | LigaMX | NWSL | LPGA | |
|---|---|---|---|---|---|
| Less than $25,000 | −0.081 | 0.164 | −0.059 | −0.709 | 0.335 |
| $25,000–49,999 | 0.518 | 0.013 | −0.348 | −0.285 | 0.577 |
| $50,000–74,999 | 0.535 | −0.074 | 0.131 | −0.587 | 0.688 |
| $75,000–99,999 | 0.437 | −0.051 | −0.256 | −0.662 | −0.088 |
| $100,000–149,999 | 0.565* | −0.059 | 0.643* | 0.167 | 0.707 |
| $150,000 or more | – | – | – | – | – |
| HS diplomas or less | −0.580* | −0.762* | −0.558 | −0.829** | −0.748* |
| Some college | −0.278 | −0.596* | −0.998** | −1.184*** | −0.337 |
| Associate degree | 0.057 | 0.038 | −0.379 | −1.020** | 0.083 |
| 4-year college degree | −0.403 | −0.116 | −0.485 | −0.574* | −0.478 |
| Graduate degree | – | – | – | – | |
| Non-binary | −18.306 | −18.746 | −18.529 | −18.699 | −17.612 |
| Men | 0.728*** | 0.322 | 0.512** | 0.102 | 0.403 |
| Women | – | – | – | – | – |
| Indigenous | −0.224 | 0.223 | 0.275 | 0.699 | 0.994 |
| Asian | 0.193 | 0.594* | 0.710* | 0.916*** | 0.323 |
| Black | 0.059 | 1.305*** | 1.067*** | 1.139*** | 0.500 |
| Latinx | −0.672 | 0.412 | 1.944*** | 0.635 | 0.359 |
| Other | −0.732 | −0.005 | 0.166 | 0.395 | −17.709 |
| White | – | – | – | – | – |
| Nagelkerke | 0.055 | 0.050 | 0.119 | 0.081 | 0.045 |
Note(s): *p < 0.05; **p < 0.01; ***p < 0.001
Source(s): Table created by author
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