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Measuring Racial Discrimination (2004) / Chapter Skim
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Pages 307-318

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From page 307...
... v. Peña, 53 scale measures used in surveys, 175­ Administrative records 180 indicators of discrimination from, 9­10 sources of observational data, 165­ and the reporting on multiple races, 220 175 Adverse impact discrimination, detecting, Audit studies 160­161 accuracy issue, 109 African Americans, 15 combining features of laboratory and Agencies audit studies, 110­112 program, 248­251 limits of, 108­114 research, 251­253 methodology, 104­105 Ambiguity validity issue, 109­114 of prejudice, 60 Auditor heterogeneity, 113­114 of race, 33­34 Automatic discrimination, 58­61 Ambivalent attitudes about race, 60, 183­185 Avenues through which cumulative Anti-Defamation League, 174 discrimination may occur Assessment cumulative disadvantage and racial of racial discrimination causal inference, discrimination, 227­233 77­89 Avoidance, 57 of traffic-violating behaviors, 193­194 307
From page 308...
... See Current Population Survey roles of randomization and Criminal justice, 46­47 life-course theory of cumulative manipulation, 83­85 smoking and lung cancer, 86­87 disadvantage, 233­234 study design and statistical methods, 81­ Cumulative disadvantage, 68­69 across domains, 224, 229­231 83 weighing evidence from multiple studies, across generations, 223­224 85­88 across processes within a domain, 224 avenues through which cumulative Causation, not prediction, 199­200 Census data, 191­192 discrimination may occur, 227­233 Citizen surveys, 194 broader consequences of a racially biased society, 231­233 Civil Rights Act of 1964, 16, 48, 87 Title VI, 152 concept of cumulative discrimination, Title VII, 50­51, 64, 244­245 225­227
From page 309...
... 02-679] , 120 discrimination across processes within a Designs, 92­93, 103 domain, 228­229 experimental, 82­83 effects cumulating across generations Differences-in-differences approach, 149 and through history, 68 Differential outcomes by race, 44­49 effects cumulating through an criminal justice, 46­47 individual's life across different education, 44­45 domains, 68­69 employment and income, 45­46 effects cumulating through an health care and health outcomes, 47­48 individual's life sequentially within housing markets and mortgage lending, any one domain, 69 47 life-course theory of, 233­234 interpreting, 48­49 measuring cumulative discrimination, Direct measurement of discrimination, 163­ 238­245 165 models and theories of cumulative Disadvantaged racial groups, 4n, 17, 42 disadvantage, 233­238 Discriminating behavior and racial discrimination, 11­12, 223­ effect of psychological mechanisms on 246 measures of, 100­101 Cumulative discrimination, 11­12 Discriminating firms, model of, 134 across generations, 227­228 Discrimination Cumulative effects across domains, 229­231 across generations and through history, across processes within a domain, 228­ 68 229 through an individual's life across blacks' perceptions of, 182 different domains, 68­69 classic laboratory experiment on, 96­97 through an individual's life sequentially disparate impact, 51­52 within any one domain, 69 versus disparities, 195­196 within-domain and across-domain, 251­ domains operating in, 66­68 253 episodic, 226 Current outcomes estimating from past examples of natural experiments to events, 243­244 study, 149­153 Current Population Survey (CPS)
From page 310...
... See Equal Employment Opportunity Federal classification standards, 30­33 Commission Federal Executive Order 11246, 48 Effective profiles, 197­200 Federal statistics, racial categories in, 29­33 developing, 197­200 Feedback models of cumulative inadequate data, 198­199 disadvantage, labor market, 237­238 prediction, not causation, 199­200 Field experiments, 7, 103­115 Effectiveness, standards for, 200 audit or paired-testing methodology, Embodied social signification, 26 104­105 Employment and income, 45­46 design, 103 Episodic definitions of discrimination, role housing audits, 106­107 of cumulative disadvantage in, 68­69 key examples, 105­108 Episodic discrimination, 226 limits of audit studies, 108­114 Equal Employment Opportunity Firms Commission (EEOC) , 153 discriminating, 134 Estimating an effect of discrimination, nondiscriminating, 134 inferential target, 109­113 Fisher, R.A., 84 Estimating current outcomes from past events, 243­244 Estimating disparate selection rates G assessment of traffic-violating behaviors, 193­194 Gallup Organization, 182 census data, 191­192 Gender segregation of jobs, 136 General Social Survey (GSS)
From page 311...
... See General Social Survey 137 Information on the occurrence of discrimination, using identifying, H 244­245 Institute of Medicine, 48 HDS. See Housing Discrimination Study of Institute on Race and Poverty, 190n 2000 Intentional discrimination, 56­58 Health care Internal departmental comparisons, 194 example of a natural experiment to Internal validity, 82 study discrimination, 151­152 Interpersonal relations surveys, 165­173 and health outcomes, 47­48 Interpreting decomposition, 123­125 Health Interview Survey (HIS)
From page 312...
... 312 INDEX Legal definition of discrimination, 49­53 standards for the collection of race and discrimination law regarding ethnicity data, 208­213 governmental actions, 52­53 Measuring cumulative discrimination, 238­ disparate impact discrimination, 51­52 245 disparate treatment discrimination, 50­ cumulative disadvantage and racial 51 discrimination, 238­245 Legal standards difficulties measuring cumulative comparison with the four types of discrimination, 239­240 discrimination, 65­66 estimating current outcomes from past current, 226 events, 243­244 Life-course theory of cumulative identifying exposure to discrimination disadvantage, criminal justice, 233­ over time, 241­242 234 tabulating outcomes over time, 240­241 Limitations using identifying information on the of audit studies, 108­114 occurrence of discrimination, 244­ effect of psychological mechanisms on 245 measures of discriminating behavior, Measuring racial discrimination, 5­11, 94­ 100­101 95 of laboratory experiments, 99­102 field experiments, 7 of natural experiments, 153­154 indicators of discrimination from surveys Litigation, statistical analysis for, 119­120 and administrative records, 9­10 Longitudinal data used to draw inferences laboratory experiments, 6 about discrimination, 148­154 racial profiling as an illustrative Lung cancer and smoking, 86­87 example, 10­11 statistical analysis of observational data and natural experiment, 7­9 M Methodological factors, 71­202, 169­170 attitudinal and behavioral indicators of Manipulation, role of, 83­85 discrimination, 9­10, 162­185 Mass killings, 58 causal inference and the assessment of Matching score methods, 146­147 racial discrimination, 77­89 Matrix of race, 37 experimental methods for assessing Measurement of race, 33­37, 189­196 discrimination, 90­117 ambiguity of race, 33­34 illustration of methodological disparities versus discrimination, 195­ complexity -- racial profiling, 10­11, 196 186­202 establishing disparate outcomes in improving, 171­172 profiling situations, 189­195 measurement issues, 189­196 of explicit racism, 179­180 profiling in the context of terrorism, inconsistent reporting, 34­36 196­202 of modern racism, 176­179 racial profiling as an illustration of, 10­ multiple indicators of racial 11, 186­202 identification, 36­37 statistical analysis of observational data, regarding race, 33­37 7­9, 118­161 self-identification of race, 36 "Mexican," 30 Measurement of race by the U.S. Mexican-American Legal Defense and government, 5­11, 205­222 Educational Fund, 174 government data on race and ethnicity, Minority groups, 4n, 42 213­217 Models of cumulative disadvantage, 233­238 history, 206­208 criminal justice -- life-course theory of issues in the reporting of data on cumulative disadvantage, 233­234 multiple races, 217­221
From page 313...
... See U.S. Office of Management and Natural experiments to study Budget discrimination, 148­154 OMB revised standards of 1997 for the education, 152­153 collection of race and ethnicity data, health care, 151­152 212­213 labor market, 149­151 OMB standards of 1977 for the collection limitations of, 153­154 of race and ethnicity data, 208­209 statistical analysis of, 7­9 Omitted variables bias, 8, 137­140 NCES.
From page 314...
... government surveys, 216 Potential outcomes and counterfactuals, 78­ in the United States, 27­29 81 Race and Ethnic Targeted Test, 210, 212 Prediction, not causation, 199­200 Race defined, 2­3, 23, 25­38 Princeton Survey Research Associates, 182 biological definition, 25­26 Priority research topics, 248­250 measurement issues, 33­37 Problems, measuring cumulative race in the United States, 27­29 discrimination, 239­240 social construction of race, 26­27 Problems, measuring discrimination by Race-specific intercepts with regression fitting statistical models to models, 121­123 observational data, 137­141 Racial categories in federal statistics, 29­33 omitted variables bias, 137­140 decennial census, 30 sample selection bias, 140­141 federal classification standards, 30­33 Simpson's paradox, 138­139 in U.S. census, 31 Processes within a domain, cumulative Racial classifications disadvantage and racial objective, 26 discrimination, 224 subjective, 27 Profiling in the context of terrorism, 61­63, Racial differences, statistical decompositions 196­202 of, 121­128 costs and benefits of profiling, 200­201 Racial differentials in compensation, case of data sources on, 189­191 professional athletes, 145 developing effective profiles, 197­200 Racial discrimination, 11­12, 39­42, 223­ establishing disparate outcomes in 246 specific situations, 189­195 across domains, 224, 229­231 illustration of methodological across generations, 223­224 complexity, 10­11, 186­202 across processes within a domain, 224, as an illustrative example, 10­11 228­229 trade-offs, 201­202 broader consequences of a racially Program agencies, 248­251 biased society, 231­233 facilitating data access and use, 250­251 cumulative discrimination across priority research topics, 248­250 generations, 227­228
From page 315...
... See Cumulative effects Recommendations, 3, 6­7, 9­10, 12, 116­ Seuss, Dr., 77­78 117, 160, 181, 222, 246 Simpson's paradox, 137­139 Regression models Smith, Thomas, 162­173 race-specific, 122­123 Smoking and lung cancer, 86­87 with race-specific intercepts, 121­122 Sneetches, The, 77­78 used to decompose racial differences, Social-cognitive approach, 26 124 Social construction of race, 26­27 Reporting biases, 170­171 Social Security Act of 1935, 152 Reporting of data on multiple races, 217­ Social signification embodied, 26 221 Solutions to problems of using statistical administrative data, 220 models to infer discrimination, 141­ population controls, 220­221 154 publication and release of data, 218 matching and propensity score methods, publication of multiracial survey data, 146­147 219 natural experiments, 148­154 rules for combining multiracial data for panel data methods, 147­148 civil rights cases, 218 racial differentials in compensation- time-series data, 220 case of professional athletes, 145 Research agencies, 251­253 use of longitudinal data to draw panel data, 251­253 inferences about discrimination, 148­ within-domain and across-domain 154 cumulative effects studies, 251­253 using an indicator of productivity to Research on race and ethnicity address the omitted variables cumulative disadvantage and racial problem, 142­145 discrimination, 11­12, 223­246 Sources of observational data, 165­175 by federal statistical agencies, 209­212 Standards for effectiveness, 200 measurement of race by the U.S. Standards for Maintaining, Collecting and government, 5­11, 205­222 Presenting Federal Data on Race and next steps, 12­13, 247­253 Ethnicity, 212 priority topics, 248­250 Standards for the collection of race and program agencies, 248­251 ethnicity data, 208­213 statistical analysis for, 119­120 OMB revised standards of 1997, 212­ See also Data collection and research 213 Residual "effects" as racial discrimination, OMB standards of 1977, 208­209 128 research by federal statistical agencies on Roper Center, 168 race and ethnicity, 209­212 Rules for combining multiracial data for See also Legal standards civil rights cases, 218 Statistical analysis of observational data, 7­9
From page 316...
... , 214, 215 differences, 121­128 race and Hispanic origin population in decomposition and residual "effects" as the United States in 2000, 213 racial discrimination, 128 Tabulating outcomes interpreting the decomposition, 123­125 over time, 240­241 over time, 126­127 Targets race-specific regression models, 122­123 inferential, 109­113 regression models with race-specific Teacher's College Record, 19 intercepts, 121­122 Terrorism statistical decompositions over time, costs and benefits of profiling, 200­201 126­127 developing effective profiles, 197­200 two pitfalls in statistical decomposition, profiling in the context of, 196­202 125­128 trade-offs, 201­202 use of regression models to decompose Theories of cumulative disadvantage, 233­ racial differences, 124 238 Statistical Directive Number 15, 208 criminal justice -- life-course theory of Statistical discrimination, 61­63 cumulative disadvantage, 233­234 Statistical methods, 81­83 labor market -- feedback models, 237­ Statistical models, developing, 129­130 238 Structural discrimination, 63 public health -- ecosocial theory, 234­ Study design and statistical methods, 81­83 236 experimental designs, 82­83 Theories of discrimination, 55­70 observational studies, 83 comparison of legal standards with the Subtle discrimination, 58­61 four types of discrimination, 65­66 Survey limitations, 169­171 domains in which discrimination methodological factors, 169­170 operates, 66­68 reporting biases, 170­171 moving from episodic to dynamic Survey measures, means of improving, 171­ definitions of discrimination -- role of 173 cumulative disadvantage, 68­69 Surveys types of discrimination, 56­65 citizen, 194 Time-series data and the reporting on indicators of discrimination from, 9­10 multiple races, 220 key examples of, 166­168 Trade-offs in profiling, 201­202 Surveys of interpersonal relations and racial Traffic-violating behaviors assessment, 193­ discrimination, 165­173 194 design and strengths, 165­166 Translating experimental effects, 102 experiments in, 168 Transmission imperfect relationship of attitudes to of cumulative discrimination, 226 behaviors, 168­169 Types of discrimination, 56­65 key examples of surveys, 166­168 comparison of legal standards with, 65­ means of improving survey measures, 66 171­173 survey limitations, 169­171
From page 317...
... , 30­32, 36, 206, 208­209, Within-domain cumulative effects studies, 212, 218­219, 220­221 251­253 U.S. Supreme Court, 51, 53, 64, 120 Workshop on Measuring Racial Disparities, 21 V Validity issues, 109­114 auditor heterogeneity, 113­114 external, 82


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