The Production of Cognitive Achievement in Children: Home, School and Racial Test Score Gaps

This paper studies the determinants of children’s scores on tests of cognitive achievement in math and reading. Using rich longitudinal data on test scores, home environments, and schools, we implement alternative specifications for the cognitive achievement production function that allow achievement to depend on the entire history of lagged home and school inputs as well as on parents’ ability and unobserved endowments. We use cross‐validation methods to select among competing specifications and find support for a variant of a value‐added model of the production function augmented to include information on lagged inputs. Using this specification, we study the sources of test score gaps between black, white, and Hispanic children. The estimated model captures key patterns in the data, such as the widening of minority‐white test score gaps with age and differences in the gap pattern between Hispanics and blacks. We find that differences in mother’s “ability,” as measured by AFQT, account for about half of ...

[1]  K. Mccartney,et al.  Understanding Trends in the Black-White Achievement Gaps during the First Years of School , 2006 .

[2]  E. Hanushek,et al.  School Quality and the Black-White Achievement Gap , 2006 .

[3]  J. Heckman,et al.  The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior , 2006, Journal of Labor Economics.

[4]  Anthony Lutkus,et al.  The Nation's Report Card. NAEP 2004 Trends in Academic Progress: Three Decades of Student Performance in Reading, 1971-2004 and Mathematics, 1973-2004. NCES 2005?464. , 2005 .

[5]  Richard V. Adkisson,et al.  Inequality in America: What Role for Human Capital Policies? , 2005 .

[6]  James J. Heckman,et al.  Interpreting the Evidence on Life Cycle Skill Formation , 2005, SSRN Electronic Journal.

[7]  Steven D. Levitt,et al.  The Black-White Test Score Gap Through Third Grade , 2005 .

[8]  George Farkas,et al.  The Black-White Test Score Gap , 2004 .

[9]  James J. Heckman,et al.  Labor Market Discrimination and Racial Differences in Premarket Factors* , 2003, The Journal of Law and Economics.

[10]  J. Ludwig The Great Unknown: Does the Black-White Test-Score Gap Narrow or Widen through the School Years? It Depends on How You Measure. (Check the Facts) , 2003 .

[11]  Petra E. Todd,et al.  On the Specification and Estimation of the Production Function for Cognitive Achievement , 2003 .

[12]  J. Heckman,et al.  Human Capital Policy , 2003, SSRN Electronic Journal.

[13]  Steven D. Levitt,et al.  Understanding the Black-White Test Score Gap in the First Two Years of School , 2002, Review of Economics and Statistics.

[14]  Robert Tamura Teachers, Growth, and Convergence , 2001, Journal of Political Economy.

[15]  W. Evans,et al.  Families or Schools? Explaining the Convergence in White and Black Academic Performance , 2000, Journal of Labor Economics.

[16]  Petra E. Todd,et al.  The Schooling of Southern Blacks: The Roles of Legal Activism and Private Philanthropy, 1910-1960 , 2000 .

[17]  R. Baharudin,et al.  Factors Related to the Quality of the Home Environment and Children's Achievement , 1998 .

[18]  James J. Heckman,et al.  Life Cycle Schooling and Dynamic Selection Bias: Models and Evidence for Five Cohorts of American Males , 1998, Journal of Political Economy.

[19]  E. Hanushek,et al.  Conclusions and Controversies About the Effectiveness of School Resources , 1998 .

[20]  A. Krueger,et al.  Reassessing the View that American Schools are Broken , 1998 .

[21]  James J. Heckman,et al.  Life Cycle Schooling and Dynamic Selection Bias: Models and Evidence for Five Cohorts , 1998 .

[22]  M. Keane,et al.  The Career Decisions of Young Men , 1997, Journal of Political Economy.

[23]  Joseph G. Altonji,et al.  Using Siblings to Estimate the Effect of School Quality on Wages , 1996 .

[24]  William R. Johnson,et al.  The Role of Premarket Factors in Black-White Wage Differences , 1996, Journal of Political Economy.

[25]  David Card,et al.  School Resources and Student Outcomes: An Overview of the Literature and New Evidence from North and South Carolina , 1996 .

[26]  J. Crane,et al.  Effects of Home Environment, SES, and Maternal Test Scores on Mathematics Achievement , 1996 .

[27]  Alan B. Krueger,et al.  Labor Market Effects of School Quality: Theory and Evidence , 1996 .

[28]  Julian R. Betts,et al.  Does School Quality Matter? Evidence from the National Longitudinal Survey of Youth , 1995 .

[29]  R. Murnane,et al.  The Growing Importance of Cognitive Skills in Wage Determination , 1995 .

[30]  M R Rosenzweig,et al.  Sisters, siblings, and mothers: the effect of teen-age childbearing on birth outcomes in a dynamic family context. , 1995, Econometrica : journal of the Econometric Society.

[31]  V. Fuchs,et al.  Mathematical Achievement in Eighth Grade: Interstate and Racial Differences , 1994 .

[32]  Larry V. Hedges,et al.  An Exchange: Part I* : Does Money Matter? A Meta-Analysis of Studies of the Effects of Differential School Inputs on Student Outcomes , 1994 .

[33]  E. Menaghan,et al.  Early Parental Work, Family Social Capital, and Early Childhood Outcomes , 1994, American Journal of Sociology.

[34]  D. Vandell,et al.  Effects of early and recent maternal employment on children from low-income families. , 1992, Child development.

[35]  A. Krueger,et al.  Race and School Quality Since Brown vs. Board of Education , 1992 .

[36]  Jay Belsky,et al.  Early and Extensive Maternal Employment and Young Children's Socioemotional Development: Children of the National Longitudinal Survey of Youth. , 1991 .

[37]  James J. Heckman,et al.  The Nonequivalence of High School Equivalents , 1991, Journal of Labor Economics.

[38]  David Card,et al.  School Quality and Black-White Relative Earnings: A Direct Assessment , 1991 .

[39]  Francine D. Blau,et al.  Maternal Labor Supply and Children&Apos;S Cognitive Development , 1990 .

[40]  Donald Robertson,et al.  THE OCCUPATIONAL CHOICE OF BRITISH CHILDREN , 1990 .

[41]  M. Rosenzweig Birth spacing and sibling inequality: asymmetric information within the family. , 1986 .

[42]  Rosenzweig Mr,et al.  Market Opportunities, Genetic Endowments, and Intrafamily Resource Distribution: Child Survival in Rural India , 1982 .

[43]  Richard J. Murnane,et al.  Home Resources and Children's Achievement. , 1981 .

[44]  Richard J. Murnane,et al.  Using Panel Data to Improve Estimates of the Determinants of Educational Achievement. , 1979 .

[45]  D. Hutchison,et al.  The Prediction of Educational Failure , 1979 .

[46]  J. Hausman Specification tests in econometrics , 1978 .

[47]  M. Stone An Asymptotic Equivalence of Choice of Model by Cross‐Validation and Akaike's Criterion , 1977 .

[48]  Arleen Leibowitz,et al.  Home Investments in Children , 1974, Journal of Political Economy.

[49]  De-Min Wu,et al.  Alternative Tests of Independence between Stochastic Regressors and Disturbances , 1973 .

[50]  Y. Ben-Porath The Production of Human Capital and the Life Cycle of Earnings , 1967, Journal of Political Economy.

[51]  Flavio Cunha Estimating the Technology of Cognitive and Noncognitive Skill Formation ∗ , 2006 .

[52]  M. Keane,et al.  Maternal Time, Child Care and Child Cognitive Development: The Case of Single Mothers , 2005 .

[53]  R. Maranto Lobbying in Disguise. , 2003 .

[54]  Robert Tibshirani,et al.  The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd Edition , 2001, Springer Series in Statistics.

[55]  Larry V. Hedges,et al.  Changes in the black-white gap in achievement test scores , 1999 .

[56]  M. Phillips,et al.  Does the Black-White Test Score Gap Widen After Children Enter School , 1998 .

[57]  Duncan C. Thomas,et al.  Preliminary and Incomplete Comments Welcome Early Test Scores , Socioeconomic Status and Future Outcomes , 1998 .

[58]  Kenneth I. Wolpin,et al.  Are There Increasing Returns to the Intergenerational Production of Human Capital? Maternal Schooling and Child Intellectual Achievement , 1994 .

[59]  Sonalde Desai,et al.  Mother Or Market? Effects Of Maternal Employment On Cognitive Development Of Four-Year-Old Children , 1988 .

[60]  L. Godfrey Misspecification tests in econometrics , 1988 .

[61]  Eric A. Hanushek,et al.  The Economics of Schooling: Production and Efficiency in Public Schools , 1986 .

[62]  Kenneth I. Wolpin,et al.  Heterogeneity, intrafamily distribution and child health , 1984 .

[63]  Robert H. Bradley,et al.  Home observation for measurement of the environment , 1979 .

[64]  Anita A. Summers,et al.  Do Schools Make a Difference , 1977 .