Socioeconomic Factors Associated with Anticipated Social Connectedness Under Dementia: Evidence from Japan
Abstract
1. Introduction
2. Literature Review
3. Data and Methods
3.1. Data
3.2. Variables
3.3. Descriptive Statistics
3.4. Empirical Strategy
4. Results
4.1. Main Results
4.2. Results by Gender
4.3. Results by Age Group
4.4. Robustness Check
5. Discussion
6. Limitations
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Variables | Definition |
|---|---|
| Dependent Variables | |
| Anticipated social connectedness under dementia | An ordinal variable: 1 means “completely disagree” and 5 means “completely agree” in response to the statement: “Even if I develop dementia in the future, I am confident I can remain connected to society.” This item captures anticipated rather than realized social connectedness. |
| Independent Variables | |
| Gender | A binary variable set to 1 if the respondent’s gender is male, and 0 otherwise |
| Age | A continuous variable representing the age of the respondents |
| Age Squared | Square of respondent age |
| Marital Status | A binary variable set to 1 if the respondent is married, and 0 otherwise |
| Children | A continuous variable of the number of children |
| Education | A binary indicator is assigned a value of 1 if the respondent has at least a university degree, and 0 otherwise |
| Unemployed | A binary variable set to 1 if the respondent is unemployed, and 0 otherwise |
| Household Income | A continuous variable indicating the respondent’s estimated annual income in Japanese yen for 2025 |
| Log of income | A natural logarithm of the estimated annual household income in Japanese yen |
| Household Asset | A continuous variable indicating the respondent’s household financial asset balance in Japanese yen for 2025 |
| Log of asset | A natural logarithm of the household financial asset balance in Japanese yen |
| Myopic | A binary variable assigned a value of 1 if the respondent agrees with the statement “Since the future is uncertain, it is a waste to think about it.” and 0 if otherwise. |
| Variable | Mean | Std. Dev. | Min | Max |
|---|---|---|---|---|
| Dependent Variables | ||||
| Anticipated social connectedness under dementia | 2.397357 | 0.926347 | 1 | 5 |
| Independent Variables | ||||
| Gender | 0.751081 | 0.432397 | 0 | 1 |
| Age | 52.02103 | 11.45006 | 18 | 86 |
| Age squared | 2837.285 | 1188.707 | 324 | 7396 |
| Marital Status | 0.643131 | 0.479088 | 0 | 1 |
| Number of children | 1.118121 | 1.129431 | 0 | 12 |
| University Degree | 0.635171 | 0.481394 | 0 | 1 |
| Unemployed | 0.136449 | 0.343273 | 0 | 1 |
| Household Income | 7,396,153 | 4,433,423 | 1,000,000 | 2.00 × 107 |
| Log of Household Income | 15.6172 | 0.67638 | 13.81551 | 16.81124 |
| Household Asset | 2.90 × 107 | 3.03 × 107 | 2,500,000 | 1.00 × 108 |
| Log of Household Asset | 16.57859 | 1.166286 | 14.7318 | 18.42068 |
| Myopic | 0.144802 | 0.351909 | 0 | 1 |
| Observations | 20,352 | |||
| Anticipated Social Connectedness Under Dementia | ||||
|---|---|---|---|---|
| VARIABLES | (1) | (2) | (3) | (4) |
| Gender | −0.0246 | −0.0185 | −0.0235 | −0.0238 |
| (0.0181) | (0.0182) | (0.0182) | (0.0182) | |
| Age | −0.0445 *** | −0.0516 *** | −0.0532 *** | −0.0532 *** |
| (0.00490) | (0.00502) | (0.00506) | (0.00506) | |
| Age Squared | 0.000532 *** | 0.000621 *** | 0.000645 *** | 0.000645 *** |
| (4.64 × 10−5) | (4.85 × 10−5) | (4.89 × 10−5) | (4.89 × 10−5) | |
| Marital Status | 0.0825 *** | 0.0701 *** | 0.0398 * | 0.0395 * |
| (0.0194) | (0.0195) | (0.0204) | (0.0204) | |
| Children | 0.0233 *** | 0.0211 ** | 0.0167 * | 0.0168 * |
| (0.00865) | (0.00868) | (0.00874) | (0.00874) | |
| Education | −0.0203 | −0.0181 | −0.0268 | −0.0273 * |
| (0.0161) | (0.0161) | (0.0166) | (0.0166) | |
| Unemployed | −0.162 *** | −0.117 *** | −0.116 *** | |
| (0.0249) | (0.0266) | (0.0266) | ||
| Log of income | 0.0747 *** | 0.0744 *** | ||
| (0.0147) | (0.0147) | |||
| Log of asset | −0.0153 ** | −0.0158 ** | ||
| (0.00763) | (0.00763) | |||
| Myopic | −0.0313 | |||
| (0.0227) | ||||
| /cut1 | −1.578 *** | −1.723 *** | −0.854 *** | −0.875 *** |
| (0.127) | (0.129) | (0.236) | (0.236) | |
| /cut2 | −0.802 *** | −0.946 *** | −0.0760 | −0.0965 |
| (0.127) | (0.129) | (0.236) | (0.236) | |
| /cut3 | 0.688 *** | 0.545 *** | 1.416 *** | 1.395 *** |
| (0.128) | (0.130) | (0.236) | (0.236) | |
| /cut4 | 1.539 *** | 1.397 *** | 2.269 *** | 2.248 *** |
| (0.129) | (0.131) | (0.237) | (0.237) | |
| Observations | 20,352 | 20,352 | 20,352 | 20,352 |
| Anticipated Social Connectedness Under Dementia | ||||||||
|---|---|---|---|---|---|---|---|---|
| VARIABLES | Male | Female | ||||||
| Age | −0.0492 *** | −0.0567 *** | −0.0580 *** | −0.0580 *** | −0.0364 *** | −0.0404 *** | −0.0435 *** | −0.0434 *** |
| (0.00581) | (0.00595) | (0.00600) | (0.00599) | (0.00962) | (0.00976) | (0.00982) | (0.00981) | |
| Age Squared | 0.000572 *** | 0.000666 *** | 0.000686 *** | 0.000686 *** | 0.000465 *** | 0.000517 *** | 0.000555 *** | 0.000555 *** |
| (5.44 × 10−5) | (5.68 × 10−5) | (5.72 × 10−5) | (5.72 × 10−5) | (9.54 × 10−5) | (9.78 × 10−5) | (9.85 × 10−5) | (9.84 × 10−5) | |
| Marital Status | 0.127 *** | 0.114 *** | 0.0840 *** | 0.0835 *** | −0.0112 | −0.0230 | −0.0575 | −0.0568 |
| (0.0236) | (0.0236) | (0.0246) | (0.0246) | (0.0346) | (0.0349) | (0.0373) | (0.0373) | |
| Children | 0.00669 | 0.00464 | −0.000624 | −0.000203 | 0.0609 *** | 0.0593 *** | 0.0568 *** | 0.0573 *** |
| (0.0103) | (0.0104) | (0.0105) | (0.0105) | (0.0160) | (0.0160) | (0.0161) | (0.0161) | |
| Education | −0.0253 | −0.0237 | −0.0311 | −0.0321 * | −0.000548 | 0.00110 | −0.0120 | −0.0115 |
| (0.0189) | (0.0189) | (0.0194) | (0.0194) | (0.0311) | (0.0311) | (0.0323) | (0.0323) | |
| Unemployed | −0.158 *** | −0.108 *** | −0.107 *** | −0.179 *** | −0.147 ** | −0.147 ** | ||
| (0.0272) | (0.0295) | (0.0295) | (0.0647) | (0.0661) | (0.0661) | |||
| Log of income | 0.0771 *** | 0.0767 *** | 0.0731 *** | 0.0739 *** | ||||
| (0.0173) | (0.0173) | (0.0281) | (0.0281) | |||||
| Log of asset | −0.0174 ** | −0.0184 ** | −0.00779 | −0.00703 | ||||
| (0.00870) | (0.00870) | (0.0161) | (0.0161) | |||||
| Myopic | −0.0593 ** | 0.0436 | ||||||
| (0.0268) | (0.0428) | |||||||
| /cut1 | −1.682 *** | −1.838 *** | −0.953 *** | −0.989 *** | −1.351 *** | −1.436 *** | −0.508 | −0.474 |
| (0.153) | (0.155) | (0.281) | (0.282) | (0.239) | (0.241) | (0.441) | (0.442) | |
| /cut2 | −0.905 *** | −1.061 *** | −0.175 | −0.211 | −0.572 ** | −0.657 *** | 0.272 | 0.306 |
| (0.153) | (0.155) | (0.281) | (0.282) | (0.239) | (0.241) | (0.441) | (0.441) | |
| /cut3 | 0.599 *** | 0.446 *** | 1.333 *** | 1.297 *** | 0.873 *** | 0.789 *** | 1.719 *** | 1.753 *** |
| (0.154) | (0.156) | (0.282) | (0.282) | (0.240) | (0.242) | (0.442) | (0.442) | |
| /cut4 | 1.429 *** | 1.277 *** | 2.165 *** | 2.128 *** | 1.793 *** | 1.710 *** | 2.641 *** | 2.676 *** |
| (0.155) | (0.157) | (0.283) | (0.284) | (0.242) | (0.245) | (0.441) | (0.442) | |
| Observations | 15,286 | 15,286 | 15,286 | 15,286 | 5066 | 5066 | 5066 | 5066 |
| Anticipated Social Connectedness Under Dementia | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Male | ||||||||||||
| VARIABLES | Under 39 | 40–64 | 65 or over | |||||||||
| Age | −0.0931 | −0.0931 | −0.0982 | −0.0952 | −0.0410 * | −0.0514 ** | −0.0648 *** | −0.0652 *** | −0.115 | −0.110 | −0.106 | −0.106 |
| (0.0805) | (0.0805) | (0.0809) | (0.0806) | (0.0245) | (0.0246) | (0.0249) | (0.0249) | (0.177) | (0.177) | (0.178) | (0.178) | |
| Age Squared | 0.00122 | 0.00122 | 0.00134 | 0.00129 | 0.000510 ** | 0.000625 *** | 0.000763 *** | 0.000765 *** | 0.00108 | 0.00109 | 0.00106 | 0.00106 |
| (0.00124) | (0.00124) | (0.00125) | (0.00124) | (0.000233) | (0.000235) | (0.000237) | (0.000237) | (0.00124) | (0.00124) | (0.00125) | (0.00125) | |
| Marital Status | 0.163 ** | 0.163 ** | 0.157 ** | 0.155 ** | 0.138 *** | 0.123 *** | 0.0868 *** | 0.0861 *** | −0.00944 | −0.0313 | −0.0496 | −0.0496 |
| (0.0662) | (0.0664) | (0.0706) | (0.0705) | (0.0277) | (0.0279) | (0.0291) | (0.0291) | (0.0633) | (0.0633) | (0.0644) | (0.0644) | |
| Children | 0.0376 | 0.0376 | 0.0350 | 0.0355 | 0.00401 | 0.00133 | −0.00521 | −0.00458 | −0.00179 | −0.00475 | −0.00910 | −0.00910 |
| (0.0369) | (0.0369) | (0.0373) | (0.0371) | (0.0120) | (0.0121) | (0.0122) | (0.0122) | (0.0229) | (0.0231) | (0.0231) | (0.0230) | |
| Education | −0.0524 | −0.0523 | −0.0451 | −0.0469 | −0.0178 | −0.0167 | −0.0318 | −0.0327 | −0.0294 | −0.0248 | −0.0213 | −0.0213 |
| (0.0576) | (0.0576) | (0.0593) | (0.0594) | (0.0221) | (0.0221) | (0.0229) | (0.0229) | (0.0474) | (0.0473) | (0.0481) | (0.0482) | |
| Unemployed | 0.00411 | 0.0424 | 0.0480 | −0.155 *** | −0.0805 * | −0.0792 * | −0.198 *** | −0.168 *** | −0.168 *** | |||
| (0.175) | (0.177) | (0.177) | (0.0375) | (0.0420) | (0.0420) | (0.0444) | (0.0471) | (0.0471) | ||||
| Log of income | 0.0391 | 0.0369 | 0.0910 *** | 0.0908 *** | 0.0750 * | 0.0750 * | ||||||
| (0.0575) | (0.0576) | (0.0211) | (0.0211) | (0.0424) | (0.0424) | |||||||
| Log of asset | −0.0468 * | −0.0471 * | −0.0119 | −0.0131 | −0.0339 | −0.0339 | ||||||
| (0.0261) | (0.0261) | (0.0104) | (0.0104) | (0.0220) | (0.0221) | |||||||
| Myopic | −0.0751 | −0.0662 ** | 1.64 × 10−6 | |||||||||
| (0.0676) | (0.0315) | (0.0755) | ||||||||||
| /cut1 | −2.370 * | −2.370 * | −2.557 * | −2.561 * | −1.406 ** | −1.659 *** | −0.780 | −0.825 | −4.014 | −3.755 | −3.035 | −3.034 |
| (1.286) | (1.287) | (1.451) | (1.448) | (0.639) | (0.641) | (0.682) | (0.682) | (6.301) | (6.286) | (6.369) | (6.368) | |
| /cut2 | −1.534 | −1.534 | −1.720 | −1.724 | −0.643 | −0.894 | −0.0149 | −0.0599 | −3.215 | −2.953 | −2.231 | −2.231 |
| (1.286) | (1.286) | (1.450) | (1.447) | (0.638) | (0.641) | (0.681) | (0.682) | (6.302) | (6.286) | (6.369) | (6.368) | |
| /cut3 | −0.332 | −0.332 | −0.517 | −0.521 | 0.861 | 0.611 | 1.491 ** | 1.447 ** | −1.495 | −1.225 | −0.502 | −0.502 |
| (1.286) | (1.287) | (1.450) | (1.447) | (0.638) | (0.641) | (0.681) | (0.682) | (6.302) | (6.287) | (6.370) | (6.369) | |
| /cut4 | 0.465 | 0.466 | 0.282 | 0.277 | 1.668 *** | 1.419 ** | 2.300 *** | 2.255 *** | −0.548 | −0.270 | 0.453 | 0.453 |
| (1.289) | (1.289) | (1.455) | (1.452) | (0.638) | (0.641) | (0.681) | (0.682) | (6.299) | (6.284) | (6.368) | (6.366) | |
| Observations | 1988 | 1988 | 1988 | 1988 | 10,728 | 10,728 | 10,728 | 10,728 | 2570 | 2570 | 2570 | 2570 |
| Anticipated social connectedness under dementia | ||||||||||||
| Female | ||||||||||||
| VARIABLES | Under 39 | 40–64 | 65 or over | |||||||||
| Age | −0.0387 | −0.0382 | −0.0570 | −0.0552 | 0.0170 | 0.0123 | 0.00703 | 0.00517 | −0.596 | −0.560 | −0.527 | −0.563 |
| (0.0988) | (0.0999) | (0.101) | (0.101) | (0.0418) | (0.0419) | (0.0420) | (0.0420) | (0.440) | (0.442) | (0.448) | (0.449) | |
| Age Squared | 0.000373 | 0.000367 | 0.000639 | 0.000612 | −1.60 × 10−5 | 3.48 × 10−5 | 9.12 × 10−5 | 0.000112 | 0.00440 | 0.00416 | 0.00394 | 0.00420 |
| (0.00154) | (0.00155) | (0.00156) | (0.00156) | (0.000405) | (0.000405) | (0.000407) | (0.000408) | (0.00308) | (0.00310) | (0.00314) | (0.00315) | |
| Marital Status | 0.0613 | 0.0506 | −0.0202 | −0.0215 | 0.00555 | −0.00328 | −0.0266 | −0.0253 | −0.232 * | −0.275 ** | −0.286 ** | −0.281 ** |
| (0.0795) | (0.0796) | (0.0852) | (0.0851) | (0.0412) | (0.0414) | (0.0445) | (0.0445) | (0.122) | (0.126) | (0.130) | (0.130) | |
| Children | −0.0172 | −0.0200 | −0.0166 | −0.0173 | 0.0712 *** | 0.0694 *** | 0.0675 *** | 0.0681 *** | 0.146 *** | 0.144 *** | 0.143 *** | 0.141 *** |
| (0.0417) | (0.0418) | (0.0421) | (0.0424) | (0.0186) | (0.0187) | (0.0188) | (0.0189) | (0.0538) | (0.0542) | (0.0540) | (0.0538) | |
| Education | 0.0524 | 0.0517 | 0.0232 | 0.0241 | 0.00863 | 0.00826 | −0.00122 | 0.000684 | −0.101 | −0.0870 | −0.0909 | −0.0955 |
| (0.0700) | (0.0700) | (0.0715) | (0.0714) | (0.0369) | (0.0369) | (0.0383) | (0.0383) | (0.121) | (0.121) | (0.125) | (0.126) | |
| Unemployed | −0.465 * | −0.384 | −0.386 | −0.142 * | −0.118 | −0.119 | −0.169 | −0.148 | −0.146 | |||
| (0.256) | (0.254) | (0.254) | (0.0854) | (0.0879) | (0.0879) | (0.120) | (0.126) | (0.127) | ||||
| Log of income | 0.137 ** | 0.136 ** | 0.0461 | 0.0478 | 0.0747 | 0.0726 | ||||||
| (0.0647) | (0.0647) | (0.0332) | (0.0332) | (0.110) | (0.110) | |||||||
| Log of asset | −0.0123 | −0.0129 | −0.00128 | 0.000242 | −0.0365 | −0.0379 | ||||||
| (0.0405) | (0.0406) | (0.0186) | (0.0186) | (0.0626) | (0.0630) | |||||||
| Myopic | −0.0400 | 0.0882 * | −0.122 | |||||||||
| (0.0912) | (0.0504) | (0.168) | ||||||||||
| /cut1 | −1.495 | −1.504 | 0.0609 | 0.0605 | 0.120 | 0.00299 | 0.559 | 0.587 | −21.20 | −19.96 | −18.23 | −19.58 |
| (1.559) | (1.578) | (1.733) | (1.735) | (1.072) | (1.072) | (1.155) | (1.154) | (15.62) | (15.69) | (16.12) | (16.19) | |
| /cut2 | −0.668 | −0.675 | 0.892 | 0.892 | 0.888 | 0.771 | 1.327 | 1.355 | −20.43 | −19.19 | −17.46 | −18.81 |
| (1.559) | (1.578) | (1.733) | (1.735) | (1.072) | (1.073) | (1.155) | (1.154) | (15.62) | (15.69) | (16.12) | (16.19) | |
| /cut3 | 0.562 | 0.556 | 2.125 | 2.125 | 2.375 ** | 2.258 ** | 2.815 ** | 2.844 ** | −18.75 | −17.51 | −15.78 | −17.13 |
| (1.558) | (1.578) | (1.733) | (1.735) | (1.073) | (1.073) | (1.155) | (1.155) | (15.61) | (15.68) | (16.12) | (16.19) | |
| /cut4 | 1.486 | 1.481 | 3.054 * | 3.052 * | 3.264 *** | 3.147 *** | 3.705 *** | 3.734 *** | −17.55 | −16.29 | −14.56 | −15.91 |
| (1.564) | (1.584) | (1.739) | (1.741) | (1.072) | (1.072) | (1.153) | (1.152) | (15.57) | (15.64) | (16.07) | (16.15) | |
| Observations | 1097 | 1097 | 1097 | 1097 | 3591 | 3591 | 3591 | 3591 | 378 | 378 | 378 | 378 |
| Anticipated Social Connectedness Under Dementia | ||||
|---|---|---|---|---|
| VARIABLES | (1) | (2) | (3) | (4) |
| Gender | −0.0290 | −0.0212 | −0.0268 | −0.0257 |
| (0.0309) | (0.0310) | (0.0310) | (0.0310) | |
| Age | −0.0621 *** | −0.0699 *** | −0.0729 *** | −0.0730 *** |
| (0.00769) | (0.00790) | (0.00799) | (0.00800) | |
| Age Squared | 0.000609 *** | 0.000707 *** | 0.000742 *** | 0.000743 *** |
| (7.37 × 10−5) | (7.75 × 10−5) | (7.84 × 10−5) | (7.84 × 10−5) | |
| Marital Status | 0.0353 | 0.0218 | −0.0116 | −0.0107 |
| (0.0337) | (0.0338) | (0.0355) | (0.0355) | |
| Children | 0.0395 *** | 0.0378 *** | 0.0343 ** | 0.0341 ** |
| (0.0146) | (0.0146) | (0.0148) | (0.0148) | |
| Education | 0.00329 | 0.00570 | −0.0112 | −0.00937 |
| (0.0276) | (0.0276) | (0.0284) | (0.0284) | |
| Unemployed | −0.192 *** | −0.154 *** | −0.156 *** | |
| (0.0459) | (0.0487) | (0.0487) | ||
| Log of income | 0.0777 *** | 0.0788 *** | ||
| (0.0263) | (0.0263) | |||
| Log of asset | −0.000411 | 0.00123 | ||
| (0.0133) | (0.0133) | |||
| Myopic | 0.0973 *** | |||
| (0.0360) | ||||
| Constant | 0.0200 | 0.177 | −0.937 ** | −1.003 ** |
| (0.196) | (0.199) | (0.399) | (0.399) | |
| Observations | 20,352 | 20,352 | 20,352 | 20,352 |
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© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
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Kadoya, Y.; Kuramoto, Y.; Kasanuki, K. Socioeconomic Factors Associated with Anticipated Social Connectedness Under Dementia: Evidence from Japan. Societies 2026, 16, 218. https://doi.org/10.3390/soc16070218
Kadoya Y, Kuramoto Y, Kasanuki K. Socioeconomic Factors Associated with Anticipated Social Connectedness Under Dementia: Evidence from Japan. Societies. 2026; 16(7):218. https://doi.org/10.3390/soc16070218
Chicago/Turabian StyleKadoya, Yoshihiko, Yu Kuramoto, and Koji Kasanuki. 2026. "Socioeconomic Factors Associated with Anticipated Social Connectedness Under Dementia: Evidence from Japan" Societies 16, no. 7: 218. https://doi.org/10.3390/soc16070218
APA StyleKadoya, Y., Kuramoto, Y., & Kasanuki, K. (2026). Socioeconomic Factors Associated with Anticipated Social Connectedness Under Dementia: Evidence from Japan. Societies, 16(7), 218. https://doi.org/10.3390/soc16070218

