| Literature DB >> 33951041 |
Anne Laure Humbert1, Sofia Strid2, Jeff Hearn2,3,4,5, Dag Balkmar2.
Abstract
Measuring violence against women raises methodological questions, as well as the wider question of how to understand violence and locate it in relation to a societal context. This is all the more relevant given that measurement of violence against women in the EU has made an interesting phenomenon apparent, the so-called 'Nordic Paradox', whereby prevalence is higher in more gender equal countries. This article examines this phenomenon by exploring a range of factors-methodological, demographic and societal-to contextualise disclosed levels of violence. The analysis makes use of a multilevel analytic approach to take into account how macro and micro levels contribute to the prevalence of violence. The intercepts are then used to illustrate how taking these into account might provide an alternative ranking of levels of violence against women in EU countries. The results show that the 'Nordic Paradox' disappears-and can be undone-when factors at individual and country levels are considered. We conclude that the 'Nordic Paradox' cannot be understood independently from a wider pattern of violence in society, and should be seen as connected and co-constituted in specific formations, domains or regimes of violence. Our results show that the use of multi-level models can provide new insights into the factors that may be related to disclosed prevalence of violence against women. This can generate a better understanding of how violence against women functions as a system, and in turn inform better policy responses.Entities:
Year: 2021 PMID: 33951041 PMCID: PMC8099076 DOI: 10.1371/journal.pone.0249693
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Disclosed prevalence of violence by Member State in 2012 (n = 41,954).
Source: based on data from EU-wide Survey on Violence Against Women Note: EU average 32%.
Fig 2Multi-level factors affecting violence against women.
Source: based on Heise (1998).
Variables used in EU-wide survey on Violence against women to measure prevalence.
| Sometimes other people can do things that hurt you physically. In the next questions I would like to ask you about your experiences with persons other than your current or previous partner(s)/boyfriend(s)/girlfriend(s). Since you were 15 years old until now, how often has someone done any of the following to you. | Other persons | Current partner | Previous partner |
|---|---|---|---|
| Pushed you or shoved you? | D01b | E03b | G04b |
| Slapped you? | D01c | E03c | G04c |
| Threw a hard object at you? | D01d | E03d | G04d |
| Grabbed you or pulled your hair? | D01e | E03e | G04e |
| Beat you with a fist or a hard object, or kicked you? | D01f | E03f | G04f |
| Burned you? | D01g | E03g | G04g |
| Tried to suffocate you or strangle you? | D01h | E03h | G04h |
| Cut or stabbed you, or shot at you? | D01i | E03i | G04i |
| Beat your head against something? | D01j | E03j | G04j |
| Since you were 15 years old until now, how often has someone done any of the following to you: | |||
| Forced you into sexual intercourse by holding you down or hurting you in some way? (By sexual intercourse we mean here forced oral sex, forced anal or vaginal penetration) | D05a | E04a | G05a |
| Apart from this, attempted to force you into sexual intercourse by holding you down or hurting you in some way? (By sexual intercourse we mean here forced oral sex, forced anal or vaginal penetration) | D05b | E04b | G05b |
| Apart from this, made you take part in any form of sexual activity when you did not want to or you were unable to refuse? | D05c | E04c | G05c |
| Or have you consented to sexual activity because you were afraid of what might happen if you refused? | D05d | E04d | G05d |
Variables used in the analysis.
| Variable | Values | Year | Source |
|---|---|---|---|
| 0; 1; 2; 3 or more | 2012 | FRA | |
| 0: No; 1: Yes | 2012 | FRA | |
| 0: No; 1: Yes | 2012 | FRA | |
| 0: No; 1: Yes | 2012 | FRA | |
| 1: 18–24; 2: 25–29; 3: 30–34; 4: 35–39; 5: 40–49; 6: 50–59; 7: 60+ | 2012 | FRA | |
| 1: Living comfortably on present income; 2: Coping on present income; 3: Finding it difficult on present income; 4: Finding it very difficult on present income | 2012 | FRA | |
| 0: Heterosexual; 1: Non-heterosexual | 2012 | FRA | |
| 1: Primary; 2: Secondary; 3: Tertiary | 2012 | FRA | |
| 0: No; 1: Yes | 2012 | FRA | |
| 1: Very common; 2: Fairly common; 3: Not very common; 4: Not at all common | 2012 | FRA | |
| 0: No; 1: Yes | 2012 | FRA | |
| 0: No; 1: Yes | 2012 | FRA | |
| 0: Visit; 1: Telephone | 2012 | FRA | |
| Numerical | 2012 | FRA | |
| Numerical | 2016 | Eurobarometer 85.3 | |
| Numerical | 2016 | Eurobarometer 85.3 | |
| Numerical | 2016 | Eurobarometer 85.3 | |
| Numerical | 2008–2010 | WHO Global Health Observatory Data Repository | |
| Numerical | 2012 | Eurostat | |
| Numerical | 2012 | Eurostat | |
| Numerical | 2012 | European Institute for Gender Equality | |
Individual level variables.
| No. of children under 18 in the household | Cohabiting or married | In full-, part- or self-employment | Disability (self-reported) | ||||
|---|---|---|---|---|---|---|---|
| 0 | 1 | 2 | 3 + | ||||
| 62% | 21% | 12% | 5% | 60% | 54% | 3% | |
| 53% | 20% | 18% | 8% | 63% | 53% | 6% | |
| 59% | 22% | 15% | 4% | 69% | 49% | 8% | |
| 56% | 20% | 17% | 7% | 65% | 37% | 4% | |
| 63% | 19% | 12% | 6% | 63% | 57% | 1% | |
| 57% | 19% | 19% | 6% | 65% | 50% | 4% | |
| 65% | 13% | 16% | 6% | 64% | 53% | 5% | |
| 59% | 23% | 14% | 4% | 58% | 53% | 7% | |
| 66% | 15% | 13% | 7% | 67% | 59% | 3% | |
| 53% | 19% | 19% | 9% | 62% | 56% | 5% | |
| 61% | 19% | 15% | 5% | 59% | 57% | 5% | |
| 65% | 14% | 16% | 4% | 61% | 42% | 2% | |
| 60% | 19% | 14% | 7% | 61% | 42% | 6% | |
| 39% | 22% | 22% | 17% | 58% | 41% | 2% | |
| 64% | 19% | 12% | 6% | 62% | 52% | 2% | |
| 57% | 26% | 13% | 5% | 59% | 55% | 4% | |
| 58% | 24% | 13% | 4% | 59% | 49% | 6% | |
| 49% | 21% | 20% | 10% | 72% | 58% | 4% | |
| 59% | 24% | 14% | 3% | 68% | 41% | 3% | |
| 56% | 15% | 19% | 10% | 66% | 59% | 4% | |
| 49% | 23% | 19% | 9% | 66% | 47% | 3% | |
| 56% | 26% | 14% | 4% | 61% | 50% | 5% | |
| 46% | 26% | 20% | 9% | 67% | 38% | 3% | |
| 55% | 21% | 18% | 6% | 63% | 54% | 5% | |
| 61% | 21% | 13% | 5% | 67% | 49% | 3% | |
| 56% | 21% | 17% | 6% | 65% | 40% | 5% | |
| 62% | 15% | 18% | 5% | 62% | 66% | 5% | |
| 49% | 24% | 19% | 8% | 63% | 58% | 6% | |
Individual level variables.
| Not heterosexual | Education level | Not a citizen of the country of residence | How common is violence against women by partners, acquaintances or strangers | Knowing women victim of any form of domestic violence in circle of friends and family | Knowing women victim of any form of domestic violence: Where you work or study (or used to) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Primary | Secondary | Tertiary | Very common | Fairly common | Not very common | Not at all common | |||||
| 2.4% | 21% | 67% | 12% | 6% | 22% | 51% | 24% | 3% | 28% | 22% | |
| 2.7% | 22% | 68% | 10% | 5% | 27% | 62% | 10% | 1% | 45% | 24% | |
| 0.5% | 27% | 57% | 16% | 0% | 26% | 45% | 21% | 7% | 27% | 26% | |
| 0.5% | 34% | 44% | 22% | 1% | 42% | 46% | 9% | 4% | 39% | 29% | |
| 1.2% | 23% | 51% | 26% | 1% | 28% | 42% | 27% | 3% | 33% | 18% | |
| 2.3% | 11% | 78% | 10% | 1% | 12% | 46% | 36% | 7% | 18% | 19% | |
| 3.4% | 8% | 47% | 45% | 2% | 11% | 52% | 36% | 2% | 43% | 26% | |
| 2.0% | 16% | 62% | 22% | 15% | 12% | 59% | 28% | 2% | 41% | 29% | |
| 3.3% | 15% | 58% | 27% | 0% | 9% | 56% | 33% | 2% | 57% | 30% | |
| 2.1% | 40% | 34% | 27% | 3% | 31% | 60% | 9% | 0% | 53% | 28% | |
| 0.3% | 29% | 59% | 12% | 3% | 19% | 55% | 25% | 1% | 38% | 20% | |
| 0.4% | 34% | 48% | 18% | 2% | 20% | 50% | 28% | 2% | 37% | 22% | |
| 0.7% | 20% | 67% | 14% | 0% | 18% | 52% | 25% | 5% | 26% | 23% | |
| 1.1% | 26% | 48% | 26% | 6% | 36% | 54% | 9% | 1% | 42% | 22% | |
| 0.7% | 72% | 11% | 17% | 2% | 36% | 56% | 8% | 1% | 39% | 19% | |
| 0.9% | 16% | 56% | 28% | 11% | 30% | 53% | 16% | 1% | 33% | 22% | |
| 1.4% | 13% | 55% | 32% | 0% | 35% | 55% | 10% | 0% | 52% | 29% | |
| 0.7% | 27% | 38% | 34% | 41% | 20% | 57% | 22% | 1% | 47% | 20% | |
| 2.6% | 21% | 62% | 17% | 1% | 34% | 58% | 8% | 0% | 42% | 23% | |
| 0.4% | 25% | 41% | 34% | 2% | 26% | 61% | 10% | 4% | 44% | 30% | |
| 0.7% | 14% | 64% | 22% | 0% | 18% | 50% | 28% | 4% | 32% | 18% | |
| 0.2% | 64% | 25% | 11% | 2% | 62% | 34% | 3% | 0% | 37% | 19% | |
| 3.6% | 50% | 35% | 16% | 0% | 33% | 55% | 11% | 1% | 30% | 25% | |
| 0.4% | 10% | 75% | 15% | 2% | 15% | 54% | 22% | 9% | 34% | 31% | |
| 1.3% | 29% | 54% | 16% | 9% | 30% | 53% | 16% | 2% | 39% | 30% | |
| 4.8% | 50% | 31% | 19% | 2% | 32% | 55% | 12% | 1% | 36% | 17% | |
| 2.3% | 4% | 52% | 44% | 6% | 25% | 58% | 16% | 1% | 48% | 30% | |
| 2.4% | 36% | 36% | 27% | 6% | 38% | 49% | 13% | 0% | 47% | 25% | |
Weighted data: ‘WtEUOverall’.
Country level variables.
| Contact method, face to face vs call | Response rate | Domestic violence should be handled as a private matter, totally or tend to agree | Women often make up claims, totally or tend to agree | Violence against women is provoked by the victim, totally or tend to agree | Total alcohol per capita (15+ years) consumption (TAC) of pure alcohol | Violent crime rate in the population (violence against the person such as physical assault, robbery, and sexual offences including rape and sexual assault) | Full-time equivalent employment 15–64 years old women | Gender Equality Index 2012 (version 2017) | |
|---|---|---|---|---|---|---|---|---|---|
| 57% | 23% | 27% | 25% | 10.3 | 0.57 | 53% | 61.3 | ||
| 34% | 26% | 23% | 16% | 11.0 | 1.08 | 47% | 70.2 | ||
| 59% | 37% | 23% | 23% | 11.4 | 0.10 | 56% | 56.9 | ||
| 48% | 25% | 24% | 23% | 12.2 | 0.20 | 45% | 52.6 | ||
| 73% | 30% | 47% | 31% | 9.2 | 0.05 | 56% | 50.6 | ||
| 47% | 16% | 28% | 28% | 13.0 | 0.18 | 56% | 56.7 | ||
| Call | 33% | 6% | 25% | 16% | 11.4 | 0.45 | 60% | 75.6 | |
| 64% | 15% | 38% | 43% | 10.3 | 0.51 | 62% | 53.5 | ||
| Call | 39% | 16% | 18% | 11% | 12.3 | 0.85 | 63% | 74.4 | |
| 27% | 23% | 15% | 13% | 12.2 | 0.42 | 54% | 68.9 | ||
| 53% | 10% | 27% | 21% | 11.8 | 0.24 | 52% | 64.9 | ||
| 70% | 28% | 25% | 17% | 10.3 | 0.08 | 40% | 50.1 | ||
| 84% | 17% | 25% | 24% | 13.3 | 0.38 | 51% | 51.8 | ||
| 48% | 13% | 26% | 20% | 11.9 | 0.22 | 46% | 67.7 | ||
| 58% | 11% | 14% | 11% | 6.7 | 0.25 | 41% | 56.5 | ||
| 71% | 33% | 48% | 64% | 12.3 | 0.07 | 60% | 56.2 | ||
| 48% | 23% | 48% | 50% | 15.4 | 0.09 | 60% | 54.2 | ||
| 19% | 17% | 31% | 21% | 11.9 | 0.85 | 51% | 65.9 | ||
| 49% | 23% | 50% | 43% | 7.0 | 0.07 | 40% | 57.8 | ||
| 27% | 9% | 17% | 6% | 9.9 | 0.74 | 45% | 74.0 | ||
| 40% | 23% | 30% | 31% | 12.5 | 0.12 | 52% | 56.9 | ||
| 66% | 15% | 20% | 12% | 12.9 | 0.21 | 55% | 54.4 | ||
| 55% | 34% | 25% | 28% | 14.4 | 0.03 | 51% | 51.2 | ||
| 43% | 26% | 30% | 37% | 13.0 | 0.13 | 52% | 52.4 | ||
| 44% | 23% | 28% | 27% | 11.6 | 0.12 | 58% | 66.1 | ||
| 31% | 15% | 27% | 10% | 11.2 | 0.25 | 45% | 67.4 | ||
| Call | 20% | 3% | 9% | 10% | 9.2 | 1.19 | 64% | 79.7 | |
| 37% | 9% | 34% | 19% | 11.6 | 1.21 | 51% | 68.9 |
Coefficients for prevalence of violence against women.
| Predictors | Model 1 | Model 2 | ||
|---|---|---|---|---|
| Odds Ratios | p | Odds Ratios | p | |
| 0.44 | <0.001 | 0.42 | <0.001 | |
| 1.08 | <0.001 | 1.04 | 0.002 | |
| 0.72 | <0.001 | 0.74 | <0.001 | |
| 1.11 | <0.001 | 1.03 | 0.280 | |
| 1.02 | 0.038 | 1.01 | 0.128 | |
| 0.99 | 0.256 | 0.99 | 0.244 | |
| 1.39 | <0.001 | 1.30 | <0.001 | |
| 3.26 | <0.001 | 2.93 | <0.001 | |
| 1.06 | <0.001 | 1.02 | 0.233 | |
| 0.75 | <0.001 | 0.54 | <0.001 | |
| 0.70 | <0.001 | |||
| 2.47 | <0.001 | |||
| 1.40 | <0.001 | |||
| 1.53 | 0.172 | |||
| 1.00 | 0.798 | |||
| 0.98 | 0.127 | |||
| 0.98 | 0.357 | |||
| 1.02 | 0.139 | |||
| 1.09 | 0.112 | |||
| 1.39 | 0.188 | |||
| 0.24 | 0.429 | |||
| 1.04 | <0.001 | 1.03 | 0.112 | |
| 3.29 | 3.29 | |||
| 0.10 country | 0.07 country | |||
| 0.03 | 0.02 | |||
| 28 country | 28 country | |||
| 38571 | 32988 | |||
| 40968.386 | 35570.375 | |||
Disclosed prevalence rankings comparison.
| Prevalence FRA | Rank FRA | Intercepts from Model 2 | Rank Model 2 | |
|---|---|---|---|---|
| 20% | 27 | -0.33 | 24 | |
| 36% | 9 | -0.01 | 17 | |
| 28% | 16 | 0.09 | 14 | |
| 21% | 26 | -0.36 | 25 | |
| 22% | 22 | 0.20 | 7 | |
| 32% | 13 | 0.45 | 1 | |
| 52% | 1 | 0.42 | 2 | |
| 33% | 12 | 0.11 | 13 | |
| 47% | 2 | 0.03 | 16 | |
| 44% | 5 | 0.36 | 4 | |
| 35% | 10 | 0.17 | 9 | |
| 25% | 20 | 0.15 | 11 | |
| 28% | 16 | -0.04 | 19 | |
| 26% | 19 | -0.46 | 28 | |
| 27% | 18 | 0.20 | 6 | |
| 39% | 7 | 0.14 | 12 | |
| 31% | 14 | -0.13 | 20 | |
| 38% | 8 | 0.04 | 15 | |
| 22% | 22 | -0.03 | 18 | |
| 45% | 4 | 0.37 | 3 | |
| 19% | 28 | -0.44 | 27 | |
| 24% | 21 | -0.28 | 21 | |
| 30% | 15 | 0.21 | 5 | |
| 34% | 11 | 0.19 | 8 | |
| 22% | 22 | -0.30 | 22 | |
| 22% | 22 | -0.32 | 23 | |
| 46% | 3 | -0.36 | 26 | |
| 44% | 5 | 0.16 | 10 |
Fig 3Differences in rankings between the FRA classification and those obtained from the models.
Fig 4Relationship between adjusted levels of violence against women and the Violence Regimes Index.
Fig 5Relationship between adjusted levels of violence against women and the gender-based Violence sub-index (Violence Regimes Index).
Individual level variables.
| Age | Subjective economic situation | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 18–24 | 25–29 | 30–34 | 35–39 | 40–49 | 50–59 | 60+ | Living comfortably on present income | Coping on present income | Finding it difficult on present income | Finding it very difficult on present income | |
| 11% | 7% | 10% | 10% | 22% | 18% | 21% | 25% | 59% | 13% | 3% | |
| 12% | 9% | 9% | 10% | 21% | 19% | 21% | 39% | 43% | 14% | 4% | |
| 12% | 8% | 11% | 9% | 18% | 19% | 24% | 2% | 29% | 37% | 32% | |
| 11% | 9% | 10% | 9% | 19% | 20% | 23% | 10% | 32% | 35% | 23% | |
| 15% | 14% | 8% | 10% | 19% | 16% | 17% | 17% | 25% | 32% | 26% | |
| 12% | 8% | 12% | 10% | 17% | 19% | 22% | 8% | 44% | 30% | 19% | |
| 12% | 12% | 5% | 10% | 20% | 18% | 23% | 50% | 39% | 8% | 3% | |
| 13% | 11% | 8% | 9% | 18% | 19% | 23% | 9% | 51% | 27% | 14% | |
| 12% | 8% | 10% | 8% | 19% | 20% | 24% | 33% | 51% | 13% | 2% | |
| 12% | 7% | 10% | 10% | 20% | 19% | 21% | 40% | 39% | 15% | 7% | |
| 11% | 7% | 8% | 8% | 22% | 19% | 24% | 17% | 63% | 16% | 4% | |
| 10% | 10% | 9% | 10% | 20% | 18% | 23% | 4% | 21% | 36% | 40% | |
| 11% | 8% | 11% | 10% | 17% | 20% | 23% | 4% | 34% | 33% | 29% | |
| 13% | 9% | 16% | 11% | 19% | 16% | 16% | 26% | 42% | 21% | 10% | |
| 9% | 8% | 9% | 11% | 22% | 18% | 23% | 32% | 41% | 16% | 11% | |
| 14% | 9% | 9% | 9% | 18% | 18% | 23% | 5% | 44% | 33% | 18% | |
| 14% | 9% | 9% | 9% | 20% | 18% | 22% | 9% | 45% | 31% | 15% | |
| 11% | 9% | 11% | 11% | 22% | 18% | 18% | 63% | 26% | 9% | 2% | |
| 13% | 8% | 11% | 9% | 17% | 19% | 22% | 23% | 49% | 21% | 7% | |
| 12% | 7% | 10% | 10% | 22% | 19% | 21% | 44% | 42% | 10% | 5% | |
| 14% | 10% | 11% | 9% | 17% | 21% | 19% | 8% | 63% | 23% | 6% | |
| 10% | 10% | 10% | 10% | 20% | 18% | 22% | 13% | 40% | 32% | 15% | |
| 14% | 10% | 10% | 10% | 18% | 19% | 20% | 5% | 39% | 36% | 20% | |
| 14% | 10% | 11% | 10% | 18% | 19% | 18% | 12% | 39% | 32% | 18% | |
| 11% | 10% | 9% | 9% | 20% | 20% | 21% | 13% | 44% | 28% | 15% | |
| 10% | 11% | 10% | 11% | 21% | 17% | 19% | 30% | 42% | 18% | 9% | |
| 13% | 7% | 10% | 10% | 19% | 18% | 23% | 42% | 44% | 11% | 3% | |
| 13% | 9% | 9% | 10% | 21% | 17% | 21% | 38% | 43% | 14% | 5% | |
Weighted data: ‘WtEUOverall’.