Researching the Benefits of Arts in Health Jane Macnaughton Mike White and Rosie Stacy

1. Introduction

Why should societies invest resources in humanities, arts, and social sciences (HASS) inquiry? That question is increasingly important for public sector policy makers and funding agencies given competing demands for scarce fiscal resources. While citizens' quality of life should intuitively be afflicted by the cultural amenities they have access to, the links betwixt HASS enquiry and impacts tin exist tenuous because of the research attribution challenge, temporally and spatially linking specific research activities and their ultimate impacts on quality of life and society well-being (e.k., [1,two,three]). Furthermore, at that place are multiple conceptions of the types of value with which HASS enquiry supplies society [3,iv], and not all are amenable to current forms of impact evaluation [v]. Calculation further complication, the need for date of HASS scholars in transdisciplinary ecology change enquiry has also been increasingly recognized [six,seven,8,ix], equally has the potential part of HASS research in value adjudication in circuitous ecology management challenges [ten]. Cross-disciplinary date on wide societal challenges beyond the traditional HASS domain is notwithstanding largely defective (e.thousand., [11]) but as levels of cantankerous-disciplinary integration increase to address pressing environmental challenges, attribution will merely become a more than vexing issue.

It is already challenging to build a "business case" to fund and sustain HASS inquiry, particularly for governments that are focused on "value for money" (i.e., looking for outputs that contribute to technological evolution and economic growth) and academic institutions shaped by funding tied to touch on evaluation frameworks [5,12]. HASS research has been viewed as not being competitive with other types of scientific discipline, technology, engineering, and medical (Stalk) research [13,14]. STEM inquiry, which may compete for the aforementioned pool of express public funding, has a much more than established track record regarding its economic impact [15,16,17] and is also often viewed as cardinal to national innovation policy [eighteen]. As the Australian Council for the Humanities, Arts and Social Sciences emphasized [19], in the public heart, the perception is that economic and social benefits are derived mostly from (natural and applied) scientific inquiry and that, until that situation changes, HASS research will be undervalued by society. One arroyo to demonstrating the value of HASS research has been to quantify the economic impact of the arts and civilization industries [1,xx,21]. Given the public good nature of many of the quality of life attributes to which HASS research contributes, it may also be possible to quantify the nonmarket economic benefits of changes in specific attributes [22,23,24,25]. As in environmental economic science [26], nonmarket values for HASS impacts can be used in cost-benefit analyses (CBA) and may potentially tip the balance in favor of HASS investment. As in ecology economics, in that location are, however, risks with commodification and "playing the CBA game". Because it is based on narrow satisfaction of consumer-oriented preferences [27], "valued" and "valuable" attributes (this goes back to Dewey, who argued that to be valuable something needs to be discipline to critical evaluation and reflection [28]) can become confused and may not exist appropriate when attributes being valued occur at different geographic and temporal scales [29], and can exist co-opted by governments with item ideological agendas [30]. At that place have besides been efforts to position HASS-based creativity as a vital input in the commercial innovation process [31], thus making HASS research more relevant for development of market appurtenances and services. Still, viewing HASS research through an innovation lens is not without its problems [12,32].

HASS research is often oriented towards criticism, broadening thinking, maintaining a multifariousness of ideas in guild, and encouraging deliberation about what constitutes value and knowledge [32,33,34]. Information technology is possible that valuable spin-off benefits may also arise as a event of citizens' direct date in creative and cultural activities. Benefits from increased levels of citizen engagement could include factors such every bit increased personal life satisfaction and happiness, improved concrete and mental health, expanded social networks, and more resilient and vibrant communities and societies [6,35,36,37,38,39,40]. As Galloway ([41], p. 339) noted, yet, "this is an area where policy rhetoric outstrips enquiry show". While HASS inquiry might build society's capacity for undertaking activity [3] and decrease vulnerability (i.e., by increasing adaptive capacity inside households and societies), the assessment of the economical benefits arising from capacity-edifice is currently beyond bookkeeping-oriented logic used in most government evaluation frameworks.

In order to adequately assess the influence of HASS research across a wide spectrum of social and economic impacts thus requires an improved understanding of the contributions HASS enquiry makes to societal well-being—the attribution problem—besides as a diversity of methodological approaches that capture the range of those benefits [42]. In this paper I report results from an exploratory study (n = 1920) on the relationships between Canadians' values, awareness of HASS enquiry, perceived threats to quality of life, and levels of community and cultural engagement. This topic should be of broad interest in other regions because increasing our agreement of the antecedents of cultural participation and consumption are rather poorly understood and under-researched internationally [43], yet take of import policy implications. The results of this study evidence that HASS enquiry awareness is strongly related to threat perceptions, participation in cultural activities, and levels of community engagement. Furthermore, it is a stronger predictor of those factors than educational attainment or other standard demographic covariates. This suggests that the impact of HASS inquiry amongst the general public may be much broader than typically idea and that inquiry awareness may be a measurable proxy for a deeper variable that broadly affects active citizenship and engagement.

ii. Data Generation and Analysis

2.i. Survey Pattern and Delivery

The focus of this newspaper is on four specific questions that were part of a national survey that explored willingness to pay for improved quality of life attributes for Canadians [24] (boosted details on the rationale for survey blueprint and its implementation are available in that article). In the four questions that are the current focus, survey respondents were asked to: (1) charge per unit their level of agreement with a series of 15 value statements; (2) rate 12 potential threats to quality of life in Canada; (3) point whether they were members of any of seven types of community-based clubs or organizations; and (4) indicate whether they participated in whatsoever of vi item types of social or cultural activities over the past 12 months.

I used a slight modification of value-conventionalities-norm (VBN) theory [44] to inform the survey design (Figure 1). VBN theory hypothesizes that actual behavior depends on a number of different factors, including: core values (indelible perspectives that last much of a person's life and are heavily influenced past culture and upbringing); worldviews (relatively more malleable perspectives on how the world works); threat perceptions; behavioral intent; and realized behavior. Threat salience tin can be viewed as a part of worldview, a person'southward didactics and awareness, and access to information. Behavioral intentions are non always realized because diverse material and social factors can constrain intended behavior. While a worldview-oriented scale based loosely on the New Ecological Paradigm (NEP) [45] was developed in Commonwealth of australia [43], I chose to use only the Schwartz-based items [44,46] for reasons of theory (it captures stable, core values rather than more fluid worldviews) and practicality (negative reaction from focus groups regarding how seriously they took NEP-style questions in this study and in prior environmental valuation surveys).

Figure one. Causal linkages between threat perceptions and their precursors, and intended and realized behavior in a modified value-conventionalities-norm theoretical framework.

Effigy ane. Causal linkages between threat perceptions and their precursors, and intended and realized behavior in a modified value-belief-norm theoretical framework.

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Respondents were asked to charge per unit how important each of 15 value statements was as a guiding principle in their lives. Of the 15 statements, twelve were taken directly from the Schwartz "brief scale" [46], a subset of the original 56-item musical instrument [47,48]. I modified 3 environment-specific statements [46] to course culturally oriented survey rating tasks. I first asked respondents to rate each statement on a scale of 1 to 7, whereby i represented not at all of import and 7 was extremely of import. If a respondent rated an item every bit not at all important, a follow-up question asked if the statement was simply not relevant or whether it was actually in opposition to their values.

The 15 statements used were: (i) protecting and preserving civilisation and heritage (hereafter referred to equally Culture); (two) a creative world, rich in arts and cultural activeness (Arts); (3) respecting people of the earth, harmony with other cultures (Harmony); (iv) a earth at peace, free of war and conflict (Peace); (five) social justice, correcting injustice, treat the weak (Justice); (6) equality, equal opportunity for all (Equality); (vii) honoring parents and elders, showing respect (Heritage); (8) family security, safe for loved ones (Family unit security); (ix) self-discipline, cocky-restraint, resistance to temptation (Self-discipline); (10) authority, the right to lead or control (Authority); (xi) influence, having an impact on people and events (Influence); (12) wealth, material possessions, money (Wealth); (13) a varied life, filled with challenge, novelty and change (Variety); (xiv) an exciting life, stimulating experiences (Stimulation); and (xv) curious, interested in everything, exploring (Curiosity).

A uppercase asset approach to quality of life recognizes that individuals, organizations, and order as a whole possess or take access to stocks of cultural capital assets and services (flows) that tin enhance quality of life [6,49,50]. Six types of assets—natural, manufactured, homo, social, cultural, and financial capital—were used as themes to grouping indicators. Two potential threats for each of the six main types of capital avails were presented and respondents were asked how much of a threat those factors posed to quality of life in Canada. The 12 threats included: (one) global warming/climate change (Climate); (two) deterioration of h2o resource quality and/or quantity (groundwater, rivers, lakes, wetlands) (Water); (3) unforeseen consequences of rapid technological change (due east.g., genetic engineering, nanotechnology) (Technology); (4) deterioration of Canadian public infrastructure such every bit roads, bridges, communications, hospitals, schools (Infrastructure); (v) human health problems relating to unhealthy lifestyle choices and/or environmental contaminants (Health); (6) declining standards in education and Canada's capacity for creativity and innovation (Innovation); (7) declining rubber and security at the community, national, and/or international level (Security); (eight) stress on, and the breakdown of, Canadian families (Families); (9) loss of traditional ways of life, civilization, and heritage (Heritage); (10) a decline in creativity, artistic endeavors, and the cultural industries in Canada (Civilisation); (eleven) globalization and its impact on the Canadian economy (Globalization); and (12) high prices, unaffordable housing, and losses in real purchasing power for Canadians (Economy).

Survey respondents were asked to indicate whether they were members of any of the selected seven types of clubs or organizations, including: (1) community service social club or organization (e.g., Rotary, Kinsmen, etc.); (2) ecology or natural history organisation; (3) outdoor recreation or fitness club (e.g., running, hiking clubs); (iv) community performing arts arrangement; (5) political party (i.e., "card-carrying fellow member"); (6) internationally oriented guild or arrangement (east.g., Amnesty International, Oxfam); and (7) local sports club or team.

Respondents were also asked whether they had participated in any of the listed 6 types of social or cultural activities over the past 12 months: (1) attended a local church service; (2) attended a concert, play or musical effect; (3) visited a local museum or heritage site; (4) purchased a book written by a Canadian writer; (5) purchased a piece of art by a Canadian artist; and (6) attended a public talk or lecture at a local college or university.

Standard demographic information collected included age category, income category, gender, marital status, educational attainment, citizenship, primary languages spoken, and residential postal code. Postal codes were used to assign respondent'south place of residence to five regions: Atlantic Canada (Newfoundland and Labrador, Nova Scotia, Prince Edward Island and New Brunswick); Quebec; Ontario; Prairies (Manitoba, Saskatchewan and Alberta, including Northwest Territories); and British Columbia (including Yukon). Data was also nerveless on the version (English or French) completed, survey completion time (minutes), whether respondents were "protesters" in the accompanying valuation survey [24] (i.eastward., they would not support hypothetical investments that improved Canadian quality of life for reasons such as their distrust of government), and self-reported awareness of HASS research in Canada.

A HASS awareness indicator was constructed by aggregating scores from iv questions regarding respondents' sensation of the breadth and scope of HASS inquiry in Canada prior to starting this survey. The questions related to: (i) what enquiry is and how it works; (ii) the 3 Canadian enquiry councils that fund research activities nationally; (3) the size of Canadian public and private sector investments in arts, humanities and social sciences research and training; and (iv) the multifariousness of arts, humanities, and social science enquiry in Canadian universities (full wording for the questions is included in supplementary textile S1). Responses were coded as 1 (non at all aware); two (somewhat aware); and three (very enlightened) and were summed beyond the four categories, giving a range of scores from 4 (completely unaware of enquiry) to 12 (extremely high level of awareness of HASS research). Cronbach'southward alpha was 0.696, indicating that internal consistency amidst the 4 items was acceptable.

An international market research firm, GMI, was contracted to supply a sample, drawn from an Net panel of 140,000+ households by and large representative of the Canadian population. The cyberspace survey was designed and implemented with Sawtooth Software'due south SSI interviewing software.

ii.2. Data Analysis

Latent class (LC) cluster analysis tin can be used to identify unobserved, or latent, grade membership based on observed variables or indicators that imperfectly measure out underlying true class membership [51,52]. Functionally, LC clustering reduces dataset complication by identifying a depression number of proxy variables that are predictive of a larger number of dependent indicator variables.

Let X represent the latent variable and Yl 1 of the L observed indicator variables, where i ≤ l ≤ L, C be the number of latent classes, and Dl be the number of levels of Y50 . A detail latent class is enumerated by an index ten, where x = 1, two, ..., C, and a particular value of Yl by y50 , where yl = ane, 2, ..., Dl . The probability of obtaining any specific response pattern y, P(Y = y), is a weighted average of the C class-specific probabilities P(Y = y | X = x).

P ( Y = y ) = x = 1 C P ( X = x ) ( Y = y|Ten = x )

where P(Ten = x) denotes the proportion of respondents belonging to latent class ten. Traditional LC assay tin can exist generalized from its assumption that each ascertainment is a mutually independent member of but one LC when latent variable 10 is included as an additional dimension in a log-linear model of P(Ten = ten | Y = y) [51,53,54]. Latent Gold software was used to estimate all LC models; Vermunt and Magidson [55] provide technical details on the maximum likelihood estimation methodology. In this study, all latent classes were divers solely on response patterns; sociodemographic covariates were not used for LC classification.

Bayesian Information Criteria (BIC = −2L + [LogNorth][npar], where N = sample size, L = log-likehood and npar = number parameters) was used to initially identify the model that was almost parsimonious [56]. Local independence between indicators was tested in the initial model using the bivariate rest (BVR) Pearson χ2 statistic. Functionally, a meaning BVR statistic (i.east., χ2 > 3.84 for 5% significance level) indicated a degree of redundancy betwixt indicators. When in that location were pregnant interactions between indicators, I deleted indicators from the LC cluster models until all significant interactions were eliminated. Deleting indicators does not mean that they are unimportant to respondents, only that the data that they provide does not help differentiate clustering patterns. Posterior class membership probabilities from the LC analyses were after used equally dependent variables in the demographically based CHAID division.

The Chi-Squared Automatic Interaction Detection (CHAID) sectionalisation technique is an exploratory tree-based partition process that separates a sample into mutually exclusive and exhaustive subgroups [57,58]. Chi-squared goodness of fit tests were used to identify significant predictors of LC membership patterns and merge predictor categories that did not differ in their prediction of the dependent variables. The CHAID process aids the development of predictive models by screening out inapplicable variables and generating interpretable diagrams of mutually exclusive population segments with like sociodemographic or survey-specific characteristics [56,58,59]. Predictors with the everyman Bonferroni-adapted p value defined sub-groupings at each branch of the CHAID dendogram. Throughout the remainder of the paper, I refer to beginning-stage latent course partitions equally "classes" and the second-stage CHAID groupings as "segments". I used SI-CHAID software [60] for all analyses.

3. Results and Discussion

3.one. Respondent Demographics

A full of 3555 people visited the survey website over an eight-day period in March 2008. In total, 1920 valid completed surveys (due north = 266 French respondents; n = 1654 English respondents) were available for the final assay (54.0% of respondents that visited the survey website). Just surveys in which all fields were completed, including all valuation questions, were used for this analysis.

Province of residence was aggregated into five geographic areas: Atlantic Canada (north = 246), Quebec (northward = 331), Ontario (northward = 807), Prairie Provinces (n = 292), and British Columbia ("BC", northward = 244). There were significant differences in region of residence betwixt the Canadian population (>15 yrs) and the sample (χ2 = 126.four, four d.f., p < 0.0001), with nether-representation of Quebec, Prairie Provinces, and BC respondents, and over-representation of Atlantic Canada and Ontario respondents.

Gender (χ2 = 16.9, 1 d.f., p < 0.0001) and historic period category (χ2 = 337.5, 3 d.f., p < 0.0001) for the sample were as well significantly different than those for the population, with younger respondents and females over-represented. As a outcome, 40 sampling weights (five regions × iv historic period classes × two genders) were used in all subsequent analyses to correct for imbalances in the sample.

Other demographic covariates used in the CHAID analyses included marital condition (654 single, 1073 married or mutual police, 193 divorced, separated, or widowed), language most often spoken at dwelling (1495 primarily English, 290 primarily French, 71 fully bilingual, 64 other languages), educational attainment (425 high schoolhouse graduation or less, 962 some higher or university, 359 available'due south degree or equivalent graduate, 174 with graduate-level pedagogy), and citizenship (1602 born in Canada, 203 naturalized Canadian citizens, 115 non-Canadian citizens).

The 108 respondents designated as "protestors" in the accompanying valuation analysis [24] were flagged with a dummy variable. Average fourth dimension to complete the survey was 64.four min, while median time was 27.5 min. For both the LC and CHAID analyses, survey completion fourth dimension was grouped into iii categories (fast 15.iv min average; medium 27.8 min; and wearisome 150.ii min) and treated as a nominal variable due to the up skew in boilerplate completion times.

3.2. Cultural Values

Respondents were presented with a series of xv statements that they were asked to rate equally to their importance as a guiding principle in the respondent'due south life (Table one). Models with two to thirteen LCs were estimated. A 12-class LC cluster model minimized BIC and was called for farther refinement. Numerous BVRs were significant at the 5% level, indicating that at that place was substantial redundancy amongst the indicators with regards to the information they provided relevant for cluster discrimination. Nine indicators were dropped sequentially (arts, harmony, civilization, wealth, stimulation, respect, authorization, diversity, and influence) to eliminate all significant BVRs. With the reduced indicator set, BIC was minimized using an viii-class model. The final model (n = 1920 respondents, 91 parameters) performed well (LL = −16,281.seven, entropy Rii = 0.6747, nomenclature fault = 20.3%), cleaving the national sample into eight distinct LCs based on response patterns for vi of the 15 Schwartz short calibration items. None of the iii culturally oriented indicators were retained as explanatory indicators of core values.

Tabular array 1. Perceived importance of modified Schwartz brief scale value statements.

Table 1. Perceived importance of modified Schwartz brief scale value statements.
Perceived Importance a of Factors as Guiding Principles
Threat 0 1 2 three 4 five 6 7
Family security b 3 12 22 38 145 243 468 989
Peace b 7 xix 26 78 259 365 427 739
Equality b 15 xx 35 68 239 414 468 661
Respect 3 21 33 69 235 373 535 651
Justice b ix 14 24 93 262 448 503 567
Harmony 15 36 65 109 348 491 460 396
Curiosity b two 24 45 128 356 567 428 370
Self-discipline b six 25 68 177 443 531 370 300
Stimulation 3 29 43 121 384 567 478 295
Culture 9 75 111 211 469 479 322 244
Diverseness 2 36 51 157 438 570 427 239
Arts ten 91 143 285 512 469 234 176
Influence 9 44 91 214 556 526 316 164
Wealth 22 64 145 260 483 502 283 161
Say-so 19 85 140 313 564 450 210 139

Figure ii illustrates the differences between the LCs. For case, cluster VAL LC01 (cavalcade 1), the single largest class from the sample, was composed of respondents who viewed peace, justice, equality, and family security as important to extremely important. Clusters LC03 and LC05 illustrate the power of LC cluster analysis to differentiate response patterns. Respondents in both clusters almost all viewed peace, justice, and family unit as extremely of import but, unlike respondents in VAL LC03, respondents in VAL LC05 view equality as much less important.

Figure ii. Value-based cluster summary. X-axis labels: 0 = opposed to item as a personal guiding principle; 1 = not at all important to 7 = extremely important.

Figure 2. Value-based cluster summary. Ten-axis labels: 0 = opposed to particular as a personal guiding principle; 1 = non at all important to 7 = extremely important.

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In the subsequent CHAID analysis, age was the most powerful predictor of LC class membership patterns for the eight value-based LCs identified (χii = 73.23, xiv d.f., p = 3.9 × 10−eight). 3 sub-groups, consisting of respondents <40 yrs (weighted n = 804), 40–54 yrs (n = 515), and 55+ yrs (n = 601), showed articulate patterns of increasing (VAL LC01, LC03, LC05) and decreasing (VAL LC02, LC04) membership with increasing respondent age (Figure iii). For instance, membership in VAL LC02 savage from 32.three% to 23.0% with increasing age. The CHAID dendogram split further along survey completion fourth dimension for the youngest group and forth gender lines for ii older groups. Membership was higher in VAL LC01, LC03, and LC05 for older females, and higher in VAL LC02 and LC03 for older males. Older male responders more often than not seemed to be intermediate in their membership between the <40 year fast responders and 55+ twelvemonth females, the 2 groups with the most distinctively different value cluster memberships. Note that HASS inquiry awareness was not a significant predictor of whatever cadre value membership patterns.

Effigy 3. Value-based CHAID segmentation. Bold indicates the highest single value for latent form membership; underlined indicates the single lowest value for latent class membership.

Effigy 3. Value-based CHAID segmentation. Bold indicates the highest unmarried value for latent form membership; underlined indicates the single everyman value for latent class membership.

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Six demographically distinct sample segments (terminal nodes) were identified, each of which can exist described according to exogenous predictors and their LC membership patterns (Table ii). The six segments were ranked by index scores that compared membership rate for a single segment to membership rate for the sample as a whole. Index scores were calculated by comparing membership proportions for LC clusters and the overall sample. For case, in CHAID segment i (VAL SG01), 34.5% of respondents were from latent class VAL LC02 versus 28.6% for the overall sample (see Figure 3), giving an alphabetize score of 121 (=34.5/28.six) and signifying that members of this segment were 21% more than likely than boilerplate to belong to the "balanced, all somewhat important" latent grade. Alphabetize scores provide insight into the relative level and diversity of LC membership across CHAID segments and allow rankings of LC membership across CHAID segments.

Table ii. Summary of partition of value-based latent class clusters.

Table ii. Summary of segmentation of value-based latent grade clusters.
VAL SEG 01 VAL SEG 02 VAL SEG 03 VAL SEG 04 VAL SEG 05 VAL SEG 06
Segment size (n) 325 480 252 263 270 331
Proportion of sample (%) 16.nine 25.0 13.ane 13.seven xiv.0 17.2
Segment characteristics
Age (yrs) <xl <forty 40–54 40–54 55+ 55+
Gender - - Female Male Female Male
Survey completion time a 1 2–3 - - - -
Latent course membership (%)
Balanced, all of import 29.98 39.52 43.05 34.80 45.48 38.66
Index 78 103 112 91 118 101
Rank 6 three ii 5 one 4
Counterbalanced, all somewhat important 34.54 30.75 26.17 32.38 17.17 27.77
Index 121 108 92 113 threescore 97
Rank 1 3 v 2 half-dozen 4
Extremely important except subject field, curiosity 8.08 12.67 xviii.73 15.96 23.11 14.47
Index 54 85 126 107 155 97
Rank 6 five 2 3 1 4
Middle of scale xx.61 10.94 vi.47 12.73 3.02 ten.96
Index 185 98 58 114 27 99
Rank 1 four 5 2 vi iii
Peace, justice, family extremely important 0.62 1.52 iii.07 0.74 eight.13 ii.71
Index 24 58 118 29 313 104
Rank 6 4 2 5 1 iii
Peace, equality, curiosity of import ane.54 2.lx 2.03 ii.xi 0.83 2.39
Alphabetize 77 130 102 106 42 120
Rank 5 ane 4 three 6 ii
Family unit extremely important, opposed to equality 2.27 1.51 0.49 1.28 1.10 two.61
Index 141 94 30 79 69 163
Rank 2 3 6 4 five 1
Most unimportant 2.36 0.50 0.00 0.00 1.16 0.44
Index 309 65 0 1 152 57
Rank i 3 6 5 2 iv

Each segment was described in terms of the demographic profile of its members and their LC membership patterns. Segment 1, for example, which was comprised of younger respondents who completed the survey quickly, had the highest index scores for latent class VAL LC02 ("balanced, all somewhat of import"), VAL LC04 ("middle of calibration"), and VAL LC08 ("most unimportant") memberships (the highest alphabetize scores are bolded in all CHAID diagrams). On the other manus, this grouping also had the lowest index scores for latent classes VAL LC01 ("balanced, all important"), VAL LC03 ("farthermost importance except field of study, curiosity"), and LC05 ("peace, justice, family extremely of import") memberships.

iii.3. Threat Perceptions

Respondents were presented with 12 potential threats to Canadian quality of life and were asked to rate their importance (Tabular array three). Threats to the economy and environment were viewed as the almost of import past respondents, while threats to heritage and culture, in add-on to threats due to technological advances, were perceived as having relatively low importance.

Table three. Perceived importance of potential threats to Canadian quality of life.

Table iii. Perceived importance of potential threats to Canadian quality of life.
Perceived Importance of Potential Threats to Quality of Life in Canada
Threat Very Depression Low Moderate High Very High No Opinion
Water 49 136 350 547 804 34
Economy a 45 125 384 552 790 24
Climate a 148 202 383 418 733 36
Health a threescore 159 480 591 609 21
Infrastructure a 60 187 467 638 537 31
Families a 112 235 521 516 502 34
Innovation a 100 259 570 519 429 43
Security a 126 344 636 465 301 48
Globalization a 167 306 661 446 259 81
Heritage a 304 436 528 354 251 47
Technology a 303 469 588 320 149 91
Culture a 420 543 566 232 86 73

A 5-class LC cluster model initially minimized BIC and was chosen for further refinement. Only one BVR was pregnant, indicating that there was depression overlap in clustering-relevant information that indicators provided. H2o was dropped from the model to eliminate all significant BVRs. With the reduced indicator set, BIC was minimized using a five-grade final model that performed very well (n = 1920 respondents, 91 parameters; LL = −29,986.1, entropy Rtwo = 0.7720, classification error = eleven.eight%). Figure 4 illustrates the indicator breakdowns.

Figure four. Threat-based cluster summary. X-axis scale: −ii = non at all important, to +ii = very important; DNK = exercise not know.

Effigy 4. Threat-based cluster summary. X-axis calibration: −2 = non at all important, to +2 = very important; DNK = do not know.

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For latent class Thursday LC01 (cavalcade i), which comprised 44.8% of the sample, respondents viewed climatic change and threats to the economy every bit the well-nigh important, and threats to the arts and cultural sector as to the lowest degree of import. Cluster TH LC02 showed a very similar blueprint of threat perception merely their responses were more than skewed to the left of the scale, indicating they viewed all threats as somewhat less of import than TH LC01 respondents. Respondents in latent class TH LC03 exhibited a much unlike design, with relatively high emphasis on the economy and infrastructure, and a low emphasis on threats to arts and heritage, climate, and innovation. Respondents in cluster Thursday LC04 tended to view all threats every bit very important (although with slightly less emphasis on arts and civilisation, heritage, and technology) and respondents in cluster TH LC05 exhibited a high caste of dubiousness.

HASS enquiry awareness was the most powerful predictor of LC class membership (χ2 = 74.25, 8 d.f., p = one.9 × 10−xi), with a clear breakdown of the sample into three groups (for brevity, Figure 5 shows only the first level of the CHAID tree) comprised of respondents with: no awareness of enquiry or the HASS research procedure (score = 4); low to intermediate (score = v–10) awareness; and high (score = eleven–12) awareness. In that location is a particularly potent tendency for cluster TH LC04 ("all threats important") to increase with increasing HASS research sensation.

Figure v. Threat-based sample segmentation (start level of the CHAID dendogram only). HASS research awareness: iv = no awareness to 12 = highest sensation.

Figure 5. Threat-based sample segmentation (first level of the CHAID dendogram simply). HASS research sensation: 4 = no sensation to 12 = highest awareness.

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Afterwards the first-level, at that place were circuitous splits based on varying demographic and survey-specific indicators. Xiii distinct CHAID segments were identified for the national sample (Tabular array 4). For respondents with the lowest level of research sensation, educational attainment and—for respondents with more than secondary education—region of residence, were significant predictors of partitioning. Respondents with low HASS inquiry sensation and depression education attainment had the highest level of doubt near threats to quality of life. In segments TH SG02 and Th SG03, there were strong differences in LC membership past region with the "arts, heritage not at all important" existence more prevalent in Ontario and western Canada relative to Quebec and Atlantic Canada.

The selection experiment "protest" dummy was meaning for Th SG07. Over half of the members of this segment (intermediate HASS inquiry awareness, fast completion time, male person, some college education or to a higher place, protesters) belonged to TH LC03, the "arts, heritage not at all important" class.

Table 4. Summary of segmentation of threat-based latent class clusters.

Table 4. Summary of division of threat-based latent class clusters.
CHAID Perceived Threats Segment
TH SG01 Th SG02 Th SG03 Th SG04 TH SG05 TH SG06 TH SG07 TH SG08 TH SG09 TH SG10 TH SG11 Th SG12 Thursday SG13
Segment Size (n) 90 72 77 215 40 185 23 158 400 493 114 18 36
Proportion of sample (%) four.7 iii.eight four.0 11.ii 2.1 nine.6 1.2 8.0 20.eight 25.7 5.9 0.ix ane.ix
Segment characteristics
HASS research sensation a iv 4 4 5–10 five–10 5–x five–ten five–10 5–10 5–10 5–10 11–12 eleven–12
Educational attainment b ane 2–4 2–4 - i 2–4 2–4 one two–4 - - - -
Survey completion time c - - - 1 1 1 1 2–3 ii–3 2–three 2–three i two–3
Region d - ane–2 iii–5 - - - - - - - - - -
Gender - - - F One thousand Thou K F F M M - -
Citizenship e - - - - - - - - - 1 2 - -
Protest f - - - - - 1 2 - - - - - -
Latent course membership (%)
Balanced threats, economy focus 47.2 42.0 26.viii 45.6 35.2 35.2 28.iv 52.3 58.8 45.7 36.5 31.6 xviii.viii
Alphabetize 106 94 threescore 102 79 79 63 117 131 102 81 71 42
Rank three half dozen 12 five 9 eight 11 2 1 4 7 ten 13
Lower threats, arts non important eighteen.6 34.8 28.6 31.8 14.eight 39.9 twenty.five 19.6 26.2 31.0 28.8 21.7 13.one
Alphabetize 67 126 103 115 53 144 74 71 95 112 104 78 47
Rank 11 2 vi 3 12 1 9 ten 7 4 5 8 xiii
Arts, heritage not at all important 12.one 8.one 36.0 14.ii 35.v nineteen.9 51.one ten.7 vii.4 sixteen.9 17.one 30.2 19.8
Alphabetize 76 51 225 89 222 124 320 67 47 106 107 189 124
Rank x 12 2 9 iii 5 1 11 13 8 7 four 6
All threats important 2.3 12.vi 2.4 5.0 12.ane ii.5 0.0 xiv.5 vii.5 six.iii 15.vi x.1 48.two
Alphabetize 26 142 27 57 137 29 0 164 857 71 177 114 544
Rank 12 four 11 9 5 10 13 3 vii eight 2 half-dozen one
High uncertainty nearly threats nineteen.8 2.five 6.2 3.iii two.4 2.5 0.1 ii.ix 0.0 0.2 one.9 six.4 0.1
Index 720 92 227 121 87 91 2 105 two viii 71 233 4
Rank 1 half dozen 3 4 eight 7 12 five 13 10 ix ii 11

three.iv. Memberships

Binary yeah-no responses regarding participation in seven diverse types of clubs or organizations were used for the memberships-based LC cluster analysis. The virtually popular organizations were recreation/fitness (north = 408, 21.3%) and sports (due north = 403, 21.0%), followed past community service (due north = 278, 14.five%), political (northward = 138, 7.2%), internationally oriented (n = 130, 6.8%), environmental (north = 128, 6.7%), and customs arts organizations (n = 109, 5.7%). A 4-class LC cluster model minimized BIC but had i significant BVR due to a service-politics interaction. Rather than drop one of these indicators, the five-class model, which had no meaning BVRs and only marginally college BIC, was chosen as the terminal model (n = 1920 respondents, 39 parameters; LL = −4429.4, entropy R2 = 0.5194 nomenclature fault = 14.4%). Effigy 6 shows the indicator breakdowns, which are simpler due to the binary membership indicators.

Figure vi. Membership-based cluster summary. Ten-axis labels: SE = community service clubs; EV = ecology; FT = fitness and outdoor recreation; AR = community arts; PO = political; IN = internationally-oriented; SP = sports.

Figure 6. Membership-based cluster summary. 10-axis labels: SE = customs service clubs; EV = environmental; FT = fitness and outdoor recreation; AR = community arts; PO = political; IN = internationally-oriented; SP = sports.

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There were very clear differences between the classes, with 75% of the sample belonging to the "inactive" latent class MEM LC01. MEM LC02 members were moderately agile in all organizations except for sports teams. MEM LC03 members were fitness and sport focused, while members of MEM LC04 were about involved with community service clubs. Members of the small MEM LC04 (n = xiii) latent grade were active in all organizations.

The first level of the CHAID dendogram for the membership analysis is shown in Figure 7 (the full chart is bachelor from the author upon request). Again, HASS research awareness was the virtually powerful predictor of LC class membership (χ2 = 47.46, 8 d.f., p = iii.5 × ten−6). The survey respondents showed a abrupt tendency of declining inactivity with increasing HASS research sensation.

The low-medium sensation group (score = 6–seven) dissever further on marital status, with higher MEM LC02 membership amid single and married respondents. The grouping with medium to loftier HASS sensation (score = viii–12) could be further cleaved according to educational attainment and, for those with the highest levels of educational attainment, past citizenship at the 5% significance level. Half dozen singled-out CHAID segments were identified (Table 5). Respondents with the lowest levels of HASS inquiry awareness (score = iv–v) were largely (82.9%) members of latent class MEM LC01, the inactive course. They too had the lowest proportion of MEM LC02 (moderately agile, no sports) and MEM LC03 membership (fitness and sports) classes. At the other end of the spectrum, respondents who had a loftier level of HASS research sensation and educational attainment, and were not born in Canada had the highest level of membership in MEM LC03 and LC05 (full spectrum).

Figure 7. Membership-based sample segmentation (beginning level of the CHAID dendogram only; HASS research awareness: 4 = no awareness to 12 = highest sensation).

Figure 7. Membership-based sample division (offset level of the CHAID dendogram only; HASS research awareness: 4 = no awareness to 12 = highest awareness).

Socsci 04 00313 g007

Table five. Summary of sectionalization of membership-based latent class clusters.

Table 5. Summary of segmentation of membership-based latent class clusters.
CHAID Membership Segment
MEM SG01 MEM SG02 MEM SG03 MEM SG04 MEM SG05 MEM SG06
Segment Size
northward 565 316 441 384 163 51
% of total sample 29.43 16.46 22.97 20.00 eight.49 2.66
Segment characteristics
HASS inquiry awareness a 4–five 6–seven 6–7 8–12 8–12 8–12
Marital status b - 1,3 2 - - -
Educational attainment c - - - 1–2 3–4 3–4
Citizenship status d - - - - 1 2
Latent class membership (%)
Inactive 82.89 73.37 74.40 70.53 63.05 62.50
Index 111 98 100 94 84 84
Rank 1 three ii four v 6
Moderately active, no sports 7.78 fifteen.67 8.73 14.28 13.51 thirteen.29
Alphabetize 69 140 78 127 120 118
Rank 6 1 v two 3 iv
Fitness and sports five.30 6.73 eight.66 eight.58 xi.83 xiii.26
Index 69 87 112 111 153 172
Rank vi 5 three 4 2 i
Local community service orientation 3.80 3.89 eight.12 6.01 nine.47 2.00
Index 67 69 143 106 167 35
Rank 5 4 two three ane 6
Total spectrum 0.23 0.35 0.09 0.61 2.14 8.95
Index 34 30 13 89 311 1300
Rank 5 iv 6 3 ii ane

3.5. Cultural Activities

Binary yes-no responses regarding participation in six various types of social or cultural activities were used for the cultural activities LC cluster analysis. In the last 12 months, 1052 respondents (54.8%) had attended a concert or musical event, 850 (44.3%) had visited a museum or heritage site, 815 (42.four%) had purchased a book by a Canadian author, 720 (37.v%) had attended a local church service, 397 (20.vii%) had attended a public lecture, and 248 (12.9%) had purchased a piece of Canadian fine art. After deleting Canadian book purchases (ii pregnant BVRs), a three-class LC cluster model minimized BIC and was chosen equally the last model (due north = 1920 respondents, 17 parameters; LL = −5303.half dozen, entropy R2 = 0.4916 nomenclature error = 20.8%). The LC membership breakdown is shown in Figure 8. The first level of the CHAID dendogram for the activities analysis is shown in Figure ix (the full chart is available from the author upon request). HASS research sensation was a very powerful predictor of LC grade membership (χ2 = 138.55, 8 d.f., p = 3.3 × 10−24), with increasing trends in cultural participation every bit HASS research awareness increased.

Figure 8. Activities-based cluster summary. X-axis labels: CH = attended church service; CO = attended concert; MU = museum or heritage site visit; AR = purchased Canadian art; LE = attended public lecture.

Effigy 8. Activities-based cluster summary. Ten-axis labels: CH = attended church service; CO = attended concert; MU = museum or heritage site visit; AR = purchased Canadian art; LE = attended public lecture.

Socsci 04 00313 g008

Effigy 9. Activities-based sectionalization (get-go level of the CHAID dendogram merely). HASS research awareness: 4 = no awareness to 12 = highest sensation.

Figure 9. Activities-based sectionalisation (first level of the CHAID dendogram simply). HASS inquiry awareness: four = no awareness to 12 = highest awareness.

Socsci 04 00313 g009

The segments with the two lowest levels of research sensation could not be further dissever merely all other groups with higher HASS awareness could be further divided based on educational attainment, with a general tendency of increasing activity every bit educational level increased. Xi demographically distinct sample segments were identified (Table vi). The lowest rates of participation (i.e., highest ACT LC02 membership at 61.7%) in cultural activities occurred in segment ACT SG01, the group with the everyman level of HASS awareness. Membership in the inactive LC02 class roughshod to 21.6% in Deed SG10, where respondents had the highest level of HASS research sensation, slow survey completion times, but lower levels of educational attainment (some college or academy or less) than for Deed SG11.

Table 6. Summary of CHAID segmentation of activity-based latent form clusters.

Tabular array 6. Summary of CHAID sectionalization of activity-based latent class clusters.
CHAID Cultural Activities Segment
Deed SG01 Human activity SG02 ACT SG03 Human activity SG04 ACT SG05 ACT SG06 Act SG07 ACT SG08 Deed SG09 Deed SG10 Act SG11
Segment Size (north) 239 326 171 165 84 146 337 197 85 61 110
Proportion of sample (%) 12.4 17.0 8.9 8.half-dozen iv.4 vii.6 17.5 ten.3 4.iv 3.ii v.7
Segment characteristics
HASS research awareness a 4 five 6 6 6 vii–8 seven–8 7–8 9–12 9–12 9–12
Educational attainment b - - 1–2 one–2 three–4 i 2 3–4 ane–ii 1–2 3–iv
Gender - - F G - - - - - - -
Survey completion time c - - - - - - - - 1–ii 3 -
Latent course membership (%)
Partially engaged 35.one 43.2 47.9 48.8 54.5 43.nine 55.0 l.five 49.2 51.5 45.1
Index 75 92 102 104 116 93 117 106 105 109 96
Rank xi 10 7 6 2 9 1 4 5 iii 8
Culturally disengaged 61.seven 51.1 42.6 48.0 30.2 51.7 32.2 26.9 39.1 21.6 eighteen.2
Index 149 123 103 116 73 125 78 65 94 52 44
Rank 1 three 5 four viii 2 7 9 six 10 xi
Highly engaged 3.1 5.6 9.v three.one 15.three 4.v 12.8 23.2 xi.7 26.9 36.7
Index 27 49 82 27 132 39 110 200 101 232 317
Rank 11 eight 7 ten iv 9 v 3 6 2 1

3.6. Correlations between Latent Classes

Posterior probabilities were generated for each respondent in the values, threats, memberships, and activities LC cluster analyses. Respondents were assigned to the cluster for which their probability of membership was highest and correlations betwixt each of these groups of LCs tested (Spearman rank correlation). The values-based latent class assignments were significantly correlated with both the threats-based (rs = 0.15, p < 0.01) and cultural activities-based (rs = 0.08, p < 0.01) latent class assignments. Organizational membership latent class assignments were not significantly correlated with those for whatever of the other groups.

3.7. Segmentation Summary

The results of this relatively large national survey highlight the big degree of heterogeneity amongst Canadians with regards to their core values, potential threats to quality of life, customs engagement, and participation in, and consumption of, cultural services and goods. For core values, 6 of 15 items for the Schwartz cursory calibration [46] were used to identify 8 distinct LCs nationally. In subsequent CHAID segmentations, age, gender, and survey completion time were statistically meaning predictors of half-dozen singled-out segments that varied co-ordinate to respondents' probability of membership in the eight LCs.

Similarly, 11 of 12 potential quality of life indicators were used to place five LCs inside which sample respondents' threat perception patterns were statistically similar. HASS research sensation, educational attainment, survey completion time, region of residence, and gender all played some role as significant predictors of membership for the various LCs. A total of 13 segments were identified with these predictor variables. All seven membership indicators were used to identify 5 LCs of community engagement. HASS research sensation, marital status, educational attainment, and citizenship status were predictors of six segments, within which individuals' probability of membership in the v LCs describing level of appointment were similar. Finally, five of six indicators of cultural engagement and consumption were used to identify three LCs with similar patterns. The probability that an private belonged to any one (of xi) particular cluster could exist predicted using HASS research awareness, educational attainment, gender, and survey completion fourth dimension.

Information technology is likely that a small proportion of the sample were inattentive when answering the survey chop-chop. In the core values segmentation (recall Table two), the segment VAL SEG 01 (16.9% of the sample) was comprised of respondents aged <40 yrs who completed the survey quickly. While it may well exist the case that many younger respondents in this segment are applied science savvy and can answer Internet-based survey questions apace, it is also possible that some are completing the survey in a brassy mode. This group tended to belong to LCs where all responses were middle-of-the-scale or unimportant.

In the threat perceptions partitioning, both survey completion fourth dimension and the dummy variable for choice experiment protestors were significant predictors of LC membership probabilities for respondents with a moderate level of HASS research sensation. Males with intermediate HASS awareness, higher levels of didactics, and fast survey completion times (ten.8% of the sample) were most likely to belong to the LCs placing depression priority on arts and heritage. These results imply that these segments may exist identifying a mixture of respondents who really are middle-of-the-scale and who view arts and heritage as unimportant and those, perhaps around 5% of the sample, who simply have been grouped with the "true neutrals" due to their quick and inattentive responses.

4. Conclusions

The fundamental finding of this exploratory study was that HASS research sensation acted every bit a powerful predictor of threat perceptions, levels of community activity, and cultural date at the local level (annotation that I utilize the term predictor in a modeling sense here; a strong relationship was identified but that does not necessarily imply causality). Information technology was not, however, a significant predictor of core values. From a theoretical perspective, this is in line with a priori expectations as international values [48,61] and VBN theories [44] advise core values are a forerunner to worldviews, threat perceptions, and behaviors (also run into [62]).

The strength of the predictive power of HASS enquiry awareness was hit: it was the virtually powerful predictor for national patterns of quality of life threat perceptions, community organization membership, and cultural date and consumption. It was a more powerful predictor of those outcomes than educational attainment alone, but in all iii analyses, the combination of HASS inquiry sensation and educational attainment provided a degree of discriminatory power that HASS enquiry awareness alone could not.

Values and threat perception latent classes, and values and cultural engagement latent classes were significantly correlated with each other, while threat perception and cultural engagement latent classes were not. Community-based membership patterns were not correlated with membership patterns from any of the other analyses. As the membership indicators included a mixture of ecology, sports and fitness, service, political, and arts organisation indicator variables, it is non particularly surprising that community-based membership patterns are non correlated.

What was, however, surprising was that HASS research awareness was such a strong predictor of community membership and engagement. Canadian respondents were largely unengaged culturally at their customs level and the majority was physically inactive. Amongst the more than active and engaged, HASS research sensation was significantly higher relative to the unengaged portion of citizens. O'Brien [5] provided a telling 2011 quote from then-U.k. Culture Minister that alluded to the importance of free museum access equally a means to create future consumers of cultural bolt. The results from this survey propose a broad and strong relationship betwixt HASS research awareness and denizen engagement and well-beingness, where individuals with stiff awareness of the role that HASS research plays in club themselves play a much more than important function in their communities and guild. This survey, which was not designed to specifically focus on this issue, is not able to provide evidence regarding the causal relationships among those factors but does highlight that there is a relationship. That is, we cannot say, based on the current results, that HASS awareness boosts appointment or if individuals that are engaged are more likely to follow issues that expose them to the scope of HASS enquiry. Whichever mode the human relationship runs, the results strongly propose that HASS exposure does far more simply create future consumers of cultural bolt.

There are very different policy prescriptions for increasing HASS enquiry awareness and, by extension, Canadian citizens' cultural and physical appointment, depending on causality and how HASS research awareness affects citizens' threat perceptions, values, and behavior. VBN theory suggests that threat salience is influenced by worldview, which is itself based on core values, sociocultural factors, and upbringing (retrieve Figure ane). Following that logic, HASS research awareness may exist more influenced past factors likely to be encountered later in life (eastward.g., news, advertising, media campaigns, university instruction, etc…). In order to increase HASS research awareness, and customs and cultural engagement, interventions that focus on providing individuals (perchance from the early teens) with better information about the role of HASS in well-being and measures to remove institutional barriers (norms and formal rules—[62]) that prevented people acting on intentions to go more engaged. In this situation, the brownie of HASS researchers and research on HASS research impact may get particularly of import every bit a credible evidence base may be important in influencing adults. Stronger evidence would pb to people to put an increased level of importance on threats to arts and culture, and increase citizens' propensity to act or support activeness to address threats. Community- and culturally-engaged citizens may thus exist more willing to politically and financially support HASS research investments, potentially leading to a self-reinforcing virtuous bicycle.

If, on the other hand, a high level of HASS research awareness was a upshot of the early-life family and cultural environment a person was brought upwardly within, early life experiences should exist the focus of efforts for policy. Experiential learning, rather than formal evidence, would exist more of import early in life. In the environmental field "nature deficit disorder" (referring to the lack of feel children gain as a issue of not being exposed to nature in modern society) has been highlighted as being responsible for a range of phenomena from citizens' lack of understanding of food supply systems to general lack of business organisation for ecology conservation [63,64,65]. If HASS sensation, also as cultural and community engagement were, at their core, a challenge relating to childhood feel, it may exist that social club is, to echo Louv's book Concluding Child in the Forest [63], facing a situation of "concluding child in the museum". Given differences in access policy amongst comparable countries (e.g., the UK'southward no-fee policy for admission to major museums versus fee-based access in Canadian museums), it may well be possible to develop testable hypotheses and conduct inquiry that empirically identifies the relative importance of these two possible pathways to citizen date.

This enquiry project, while non designed specifically to assess the conceptual impacts of HASS research on the general public, suggests this may be a potentially important issue to explore in more detail in the future. The linkages between research sensation and social and cultural engagement will demand to be more thoroughly examined, both with regards to their causality and geographic scope, in order to elucidate the causes, social and economic consequences, and policy implications of the relationship.

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Source: https://www.mdpi.com/2076-0760/4/2/313/htm

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