gives the bivariate correlations for variables included the analysis. Results show significant, moderate associations for most variables tested, with even stronger associations for those measured contemporaneously at each age. There were also significant longitudinal associations between the variables. For example, childhood conduct problems were correlated with adolescent conduct problems (r = .38, p < .001), adolescent risk taking (r = .28, p < .001), conduct problems at age 27 (r = .17, p < .001), health risks at age 27 (r = .15, p < .001), conduct problems at age 30 (r = .20, p < .001), health risks at age 30 (r = .16, p < .001), and depression at age 30 (r = .16, p < .01). Family adversity was significantly correlated with adolescent conduct problems (r = .12, p < .01), adolescent internalizing (r = .13, p < .01), conduct problems at age 27 (r = .10, p < .05), and health risks at age 27 (r = .13, p < .01).
| Table 1Correlations among the variables |
Adolescent conduct problems (age 14) were modestly correlated with conduct problems at ages 27 and 30, health risks at ages 27 and 30, service use at age 27, and depression at age 30 in the range of .08 to .26. Risk taking in adolescence (age 14) was correlated with conduct problems at age 27, health risks at age 27, depression at age 27, conduct problems at age 30, health risks at age 30, and depression at age 30, also within that general range. Adolescent internalizing was correlated with poor health at age 27, depression at age 27, poor health at age 30, and depression at age 30. All correlations for this latter set of variables were below .15. Finally, many of the variables measured at ages 27 and 30 were significantly, and somewhat more strongly, correlated in the range of .10 - .50.
shows the significant paths of the hypothesized model. For clarity, nonsignificant paths were removed, as were correlations among the variables within each wave of the study (all of which were freely estimated). Standardized and unstandardized coefficients for all estimated paths of the model are shown in .
| Table 2Standardized (unstandardized) path coefficients for the estimated model |
In the model, childhood conduct problems predicted adolescent conduct problems (β = .36, p < .001) and risk taking (β = .27, p < .001), after controlling for family adversity, poverty, and male gender. Family adversity predicted adolescent internalizing (β = .13, p < .01), but not adolescent conduct problems or risk taking. Male gender, added to the model as a covariate, predicted adolescent conduct problems, risk taking, and internalizing. Poverty, another covariate in the model, predicted none of the three adolescent measures after accounting for other variables in the analysis.
Adolescent conduct problems predicted, in turn, conduct problems at age 27, health risks at age 27, and service use at age 27. Additionally, adolescent risk taking predicted conduct problems at age 27 and depression at age 27. Adolescent internalizing predicted poor health at age 27, depression at age 27, and service use at age 27.
As expected, there was considerable continuity from age 27 to age 30 in all tested outcomes: conduct problems (β = .38, p < .001), poor health (β = .41, p < .001), health risks (β = .43, p < .001), depression (β = .36, p < .001), and service use (β = .37, p < .001). Additionally, conduct problems at age 27 predicted service use at age 30. Poor health at age 27 predicted health risks at age 30, depression at age 30, and service use at age 30. Depression at age 27 predicted conduct problems at age 30 and poor health at age 30. Finally, service use at age 27 predicted poor health at age 30, health risks at age 30, and depression at age 30.
Consistent with the correlations in , most model constructs were significantly correlated within time (results not shown), although this was not the case for family adversity and male gender. Conduct problems and family adversity were only marginally correlated in the childhood wave.
In sum, results suggest that childhood risks of conduct problems and family adversity differ somewhat in their prediction of variables in adolescence. From adolescence to adulthood, conduct problems, risk taking, and internalizing were significantly predictive of similar, as well as differing, outcomes at age 27, although all variables from that intervening, second wave of the study were associated with two or more of the health and health behavior variables at that later point in development. From age 27 to age 30, results show consistency in the measured outcomes, as well as prediction across domains.