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Socioeconomic inequalities in a longitudinal 
measurement of Successful Aging 
Almar Kok 
Marja Aartsen 
Dorly Deeg 
Martijn Huisman 
Annual Scientific Meeting 
November 8, 2014
Socioeconomic inequalities in a longitudinal 
measurement of Successful Aging 
Almar Kok 
Annual Scientific Meeting 
November 8, 2014
Research Question 
Socioeconomic 
Position 
(SEP) 
Successful 
Aging
?
Successful Aging: our approach 
?
‘Successful Aging Index’
Data 
*nationally representative 
*physical, cognitive, 
emotional, social functioning 
*face‐to‐face and medical interviews, 
written questionnaires
Data 
*first cohort in 1992/1993: n=3107 
*follow‐up every approximately 
3 years
Data 
Longitudinal trajectories of functioning 
1992/93 1995/96 1998/99 2001/02 2004/05 2007/08 
Our study sample 
Total baseline sample: 3107 
At least 1 follow‐up: 2545 
At least 8 of 9 indicators of SA: 2185 
Complete data on SEP: 2095
Successful Aging Index 
based on the WHO-definition of Active Aging…
Successful Aging Index 
based on the WHO-definition of Active Aging… 
…and health 
“physical, mental, and 
social well‐being”
Nine indicators of Successful Aging
Latent Class Growth Analysis 
*Calculates individual trajectories over time 
*Identifies homogeneous subpopulations (classes) 
with similar trajectories 
*Missing data: Full Information Maximum Likelihood 
*Separately for men and women
Latent Class Growth Analysis 
Example: Functional limitations (men)
Latent Class Growth Analysis 
Example: Social loneliness (men)
Successful Aging Index: 0-9 
20 
15 
10 
5 
0 
Frequency distribution 
0 1 2 3 4 5 6 7 8 9 
% 
Means (SD): overall 5.44 (2.04) 
number of successful trajectories 
men 5.75 (1.96) 
women 5.16 (2.08)
Research Question 
Socioeconomic 
Position 
(SEP)
Research Question 
Education 
Occupational skill level 
*elementary 
*low 
*medium 
*high 
*never had a paid job 
Income
Regression results 
Adjusted for gender and age 
b (95% C.I.) Bèta 
Education (years) .09 (.07 to .12) .15 
Occupation reference = elementary skill level 
*low 
*medium 
*high 
*never paid job 
Income (€100)
Regression results 
Adjusted for gender and age 
b (95% C.I.) Bèta (change) 
Education (years) .08 (.05 to .11) .13 (‐/‐ 14.3%) 
Occupation reference = elementary skill level 
*low .43 (.11 to .74) 
*medium .65 (.32 to .98) 
*high .55 (.15 to .96) 
*never paid job .42 (.06 to .78) 
Income (€100)
Regression results 
Adjusted for gender and age 
b (95% C.I.) Bèta (change) 
Education (years) .06 (.03 to .09) .10 (‐/‐ 33.3%) 
Occupation reference = elementary skill level 
*low .41 (.10 to .73) (‐/‐ 14.6%) 
*medium .61 (.29 to .94) (‐/‐ 26.6%) 
*high .45 (.04 to .85) (‐/‐ 57.1%) 
*never paid job .40 (.05 to .76) (‐/‐ 11.1%) 
Income (€100) .04 (.01 to .06) .08
SEP and separate indicators of SA
SEP and separate indicators of SA 
Cognitive Functioning 
Functional Limitations 
Emotional Support Given 
Subjective Health 
Depressive Symptoms 
Instrumental Support Given 
Social Loneliness 
Satisfaction with Life 
Social Activity
SEP and separate indicators of SA 
Cognitive Functioning 
Functional Limitations 
Emotional Support Given 
Subjective Health 
Depressive Symptoms 
Instrumental Support Given 
Satisfaction with Life 
Social Loneliness 
Social Activity 
1.16 1.77 1.07 
1.05 1.67 1.04 
1.10 1.68 1.03 
1.50 1.03 
1.68 
1.05 
1.05 
(Odds Ratios)
Conclusions 
SEP 
*Each indicator of SEP independently and positively associated with 
a holistic and longitudinal measurement of Successful Aging 
*SEP indicators partly represent different causal mechanisms that influence 
different and multiple aspects of functioning in old age 
* Inequalities in the composite measure likely to mostly reflect inequalities 
in physical and cognitive functioning, and to a lesser extent psychosocial 
aspects of functioning
Plans for the near future: resilience 
aims: 
‐ to identify a subgroup of older adults with low SEP but high 
scores on the SA‐index 
‐ to find explanations for them aging successfully ‘against all odds’
Contact: a.kok1@vumc.nl | www.lasa-vu.nl 
questions and remarks
Correlations among the Successful Aging Index‐score, elements of SEP, and nine separate indicators included in the SA‐Index1) 
SA 
1 
Edu 
2 
Occ 
3 
Inc 
4 5 6 7 8 9 10 11 12 13 14 
1 Successful Aging Index‐score 
2 Education in years .23* 
3 Occupational skill level .19* .57* 
4 Income .24* .51* .43* 
5 Age ‐.43* ‐.13* ‐.04 ‐.20* 
6 Sex (1=female, 0=male) ‐.14* ‐.24* ‐.34* ‐.27* .02 
7 SA: Functional limitations .61* .17* .13* .20* ‐.42* ‐.15* 
8 SA: Subjective health .51* .10* .13* .12* ‐.06* ‐.11* .34* 
9 SA: Cognitive functioning .50* .29* .21* .26* ‐.40* ‐.10* .32* .05* 
10 SA: Depressive symptoms .60* .10* .10* .11* ‐.16* ‐.12* .29* .34* .16* 
11 SA: Satisfaction with life .40* .05* .05* .08* ‐.02 ‐.10* .12* .22* .03 .29* 
12 SA: Social loneliness .49* ‐.00 .01 .03 ‐.14* .00 .12* .10* .09* .27* .17* 
13 SA: Emotional support given .53* .17* .12* .15* ‐.18* ‐.02 .15* .08* .22* .11* .08* .27* 
14 SA: Instrumental support given .54* .12* .06* .13* ‐.35* ‐.12* .25* .09* .20* .17* .08* .21* .35* 
15 SA: Social Activity .34* ‐.02 .01 ‐.01 ‐.13* .06* .09* .06* .09* .09* .06* .06* .11* .06* 
1) * = significant at the p<.05‐level (2‐tailed). Variables 7‐15 are dichotomous, where 1 expresses most successful latent class membership
TABLE 5: Associations between education, occupation, and income and individual Intercept (I) and Slope (S) 
values for nine indicators of successful aginga) 
Functional 
limitations 
Subjective 
health 
Cognitive 
functioning 
Depressive 
symptoms 
Satisfaction 
with Life 
I S I S I S I S I S 
Education in years .04 .01 .06 .01* ‐.06 .00 
Occupational skill level 
Ref = elementary 
Low .76* .11* .40* .06* ‐1.23* ‐.01 
Medium .83* .12* .55* .09* ‐1.46* .01 
High .59 .12 .43* .08* ‐1.06* ‐.01 
Never had a job .26 .16* ‐.12 ‐.02 ‐1.12* ‐.01 
Income (per 100 euro) .04* .01* .00* .03* .00* ‐.03 .00 
Social 
loneliness 
Emotional 
support given 
Instrumental 
support given 
Social 
activity 
I S I S I S I S 
Education in years ‐.00 .18* ‐.00* .08* ‐.00* ‐.03 
Occupational skill level 
Ref = elementary 
Low .03 1.02* .05 .28 
Medium ‐.03 1.17* .02 .46* ‐.01* 
High .06 .87 ‐.32 .53* 
Never had a job ‐.01 .96* .27 .40 
Income (log) ‐.00 .06* ‐.00* .02 ‐.01 
a) Reported are b‐coefficients. For slopes only significant associations (p<.05 two‐tailed) are reported. Models 
are adjusted for age, gender and all SEP elements 
* significant at p<.05‐level (two‐tailed)

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GSA_SApresentation_v08

  • 1. Socioeconomic inequalities in a longitudinal measurement of Successful Aging Almar Kok Marja Aartsen Dorly Deeg Martijn Huisman Annual Scientific Meeting November 8, 2014
  • 2. Socioeconomic inequalities in a longitudinal measurement of Successful Aging Almar Kok Annual Scientific Meeting November 8, 2014
  • 3. Research Question Socioeconomic Position (SEP) Successful Aging
  • 4. ?
  • 7. Data *nationally representative *physical, cognitive, emotional, social functioning *face‐to‐face and medical interviews, written questionnaires
  • 8. Data *first cohort in 1992/1993: n=3107 *follow‐up every approximately 3 years
  • 9. Data Longitudinal trajectories of functioning 1992/93 1995/96 1998/99 2001/02 2004/05 2007/08 Our study sample Total baseline sample: 3107 At least 1 follow‐up: 2545 At least 8 of 9 indicators of SA: 2185 Complete data on SEP: 2095
  • 10. Successful Aging Index based on the WHO-definition of Active Aging…
  • 11. Successful Aging Index based on the WHO-definition of Active Aging… …and health “physical, mental, and social well‐being”
  • 12. Nine indicators of Successful Aging
  • 13. Latent Class Growth Analysis *Calculates individual trajectories over time *Identifies homogeneous subpopulations (classes) with similar trajectories *Missing data: Full Information Maximum Likelihood *Separately for men and women
  • 14. Latent Class Growth Analysis Example: Functional limitations (men)
  • 15. Latent Class Growth Analysis Example: Social loneliness (men)
  • 16. Successful Aging Index: 0-9 20 15 10 5 0 Frequency distribution 0 1 2 3 4 5 6 7 8 9 % Means (SD): overall 5.44 (2.04) number of successful trajectories men 5.75 (1.96) women 5.16 (2.08)
  • 18. Research Question Education Occupational skill level *elementary *low *medium *high *never had a paid job Income
  • 19. Regression results Adjusted for gender and age b (95% C.I.) Bèta Education (years) .09 (.07 to .12) .15 Occupation reference = elementary skill level *low *medium *high *never paid job Income (€100)
  • 20. Regression results Adjusted for gender and age b (95% C.I.) Bèta (change) Education (years) .08 (.05 to .11) .13 (‐/‐ 14.3%) Occupation reference = elementary skill level *low .43 (.11 to .74) *medium .65 (.32 to .98) *high .55 (.15 to .96) *never paid job .42 (.06 to .78) Income (€100)
  • 21. Regression results Adjusted for gender and age b (95% C.I.) Bèta (change) Education (years) .06 (.03 to .09) .10 (‐/‐ 33.3%) Occupation reference = elementary skill level *low .41 (.10 to .73) (‐/‐ 14.6%) *medium .61 (.29 to .94) (‐/‐ 26.6%) *high .45 (.04 to .85) (‐/‐ 57.1%) *never paid job .40 (.05 to .76) (‐/‐ 11.1%) Income (€100) .04 (.01 to .06) .08
  • 22. SEP and separate indicators of SA
  • 23. SEP and separate indicators of SA Cognitive Functioning Functional Limitations Emotional Support Given Subjective Health Depressive Symptoms Instrumental Support Given Social Loneliness Satisfaction with Life Social Activity
  • 24. SEP and separate indicators of SA Cognitive Functioning Functional Limitations Emotional Support Given Subjective Health Depressive Symptoms Instrumental Support Given Satisfaction with Life Social Loneliness Social Activity 1.16 1.77 1.07 1.05 1.67 1.04 1.10 1.68 1.03 1.50 1.03 1.68 1.05 1.05 (Odds Ratios)
  • 25. Conclusions SEP *Each indicator of SEP independently and positively associated with a holistic and longitudinal measurement of Successful Aging *SEP indicators partly represent different causal mechanisms that influence different and multiple aspects of functioning in old age * Inequalities in the composite measure likely to mostly reflect inequalities in physical and cognitive functioning, and to a lesser extent psychosocial aspects of functioning
  • 26. Plans for the near future: resilience aims: ‐ to identify a subgroup of older adults with low SEP but high scores on the SA‐index ‐ to find explanations for them aging successfully ‘against all odds’
  • 27. Contact: a.kok1@vumc.nl | www.lasa-vu.nl questions and remarks
  • 28.
  • 29. Correlations among the Successful Aging Index‐score, elements of SEP, and nine separate indicators included in the SA‐Index1) SA 1 Edu 2 Occ 3 Inc 4 5 6 7 8 9 10 11 12 13 14 1 Successful Aging Index‐score 2 Education in years .23* 3 Occupational skill level .19* .57* 4 Income .24* .51* .43* 5 Age ‐.43* ‐.13* ‐.04 ‐.20* 6 Sex (1=female, 0=male) ‐.14* ‐.24* ‐.34* ‐.27* .02 7 SA: Functional limitations .61* .17* .13* .20* ‐.42* ‐.15* 8 SA: Subjective health .51* .10* .13* .12* ‐.06* ‐.11* .34* 9 SA: Cognitive functioning .50* .29* .21* .26* ‐.40* ‐.10* .32* .05* 10 SA: Depressive symptoms .60* .10* .10* .11* ‐.16* ‐.12* .29* .34* .16* 11 SA: Satisfaction with life .40* .05* .05* .08* ‐.02 ‐.10* .12* .22* .03 .29* 12 SA: Social loneliness .49* ‐.00 .01 .03 ‐.14* .00 .12* .10* .09* .27* .17* 13 SA: Emotional support given .53* .17* .12* .15* ‐.18* ‐.02 .15* .08* .22* .11* .08* .27* 14 SA: Instrumental support given .54* .12* .06* .13* ‐.35* ‐.12* .25* .09* .20* .17* .08* .21* .35* 15 SA: Social Activity .34* ‐.02 .01 ‐.01 ‐.13* .06* .09* .06* .09* .09* .06* .06* .11* .06* 1) * = significant at the p<.05‐level (2‐tailed). Variables 7‐15 are dichotomous, where 1 expresses most successful latent class membership
  • 30. TABLE 5: Associations between education, occupation, and income and individual Intercept (I) and Slope (S) values for nine indicators of successful aginga) Functional limitations Subjective health Cognitive functioning Depressive symptoms Satisfaction with Life I S I S I S I S I S Education in years .04 .01 .06 .01* ‐.06 .00 Occupational skill level Ref = elementary Low .76* .11* .40* .06* ‐1.23* ‐.01 Medium .83* .12* .55* .09* ‐1.46* .01 High .59 .12 .43* .08* ‐1.06* ‐.01 Never had a job .26 .16* ‐.12 ‐.02 ‐1.12* ‐.01 Income (per 100 euro) .04* .01* .00* .03* .00* ‐.03 .00 Social loneliness Emotional support given Instrumental support given Social activity I S I S I S I S Education in years ‐.00 .18* ‐.00* .08* ‐.00* ‐.03 Occupational skill level Ref = elementary Low .03 1.02* .05 .28 Medium ‐.03 1.17* .02 .46* ‐.01* High .06 .87 ‐.32 .53* Never had a job ‐.01 .96* .27 .40 Income (log) ‐.00 .06* ‐.00* .02 ‐.01 a) Reported are b‐coefficients. For slopes only significant associations (p<.05 two‐tailed) are reported. Models are adjusted for age, gender and all SEP elements * significant at p<.05‐level (two‐tailed)