Skip to main content

Table 2 Operationalisation, data sources and the expected effects of variables

From: How social policies can improve financial accessibility of healthcare: a multi-level analysis of unmet medical need in European countries

Variable

Operationalisation

Expected effect

Dependent

 Limited FAH (unmet medical needs due to financial reasons)

Unmet need for medical examination/treatment (ph040) for reasons of (ph050): costs (1), transportation costs (4) or waiting lists (2) (0: no income-related need; 1: income-related need)

 

Independent

 Bad health

Subjective health (0: (very) good; 1: average/(very) bad (ph010)

+

 Chronic illness

Suffer from any chronic (long-standing) illness or condition (ph020)

+

 Sex

1: male (ref. group); 2: female (rb090)

+

 Household composition

1: ‘Adults, no children’

(ref.)

2: ‘Adults with children’

+

3: ‘Single parent household’ (hx060)

+

 Migrant status

Non-/EU migrant by country of birth (pb210) or citizenship (pb220)

+

 Education

1: ‘Primary education’ ISCED 0–2 (pe040)

+

2: ‘Secondary education’ ISCED 2–4

+

3: Tertiary education’ ISCED 4–6

(ref.)

 Urbanisation

1: densely populated,

(ref.)

2: intermediate area,

+

3: thinly populated area (db100)

+

 Access to public transport

From 1 (With great difficulty) to 4 (very easily) (hc120)

+

 Access to primary healthcare services

From 1 (With great difficulty) to 4 (very easily) (hc130)

+

 Basic activity status

0: at work (ref. group), 1: unemployed (rb210)

+

 Debt problems

Household will be forced to leave the dwelling (hc150)

+

 Income (pre-tax/benefit)

Gross equivalised disposable income in PPP (log) (hx090)

−

Macro-level

 Housing allowance

Gross equivalised housing allowance, including rent benefit, benefit to owner-occupiers (hy070g)

−

 Social assistance

Allowance for social exclusion not elsewhere classified, including income support and cash benefit for vulnerable groups (hy060g)

−

 Family allowance

Gross equivalised family allowance, including birth grant, parental leave benefit, family or child allowance, gov. alimonies (hy050g)

−

 Unemployment benefits

Gross individual unemployment benefits, including full/partial unemployment, early retirement and severance benefit (py090g)

−

 Physician density

Density of practising and professionally active physicians per 1000 population (head counts) (source: OECD)

−

 Out-of-pocket payments

Out-of pocket expenditure/Total health expenditure (source: WHO)

+

  1. Note: The expected effect shows the hypothesised effect of the dependent variables on unmet medical needs due to financial reasons. + implies a positive correlation (linked to an increased risk of unmet needs), while – implies a negative correlation (linked to a reduced risk of unmet needs). (ref.) indicates the reference group for categorical variables