The educational gradient of childlessness and cohort parity progression in 14 low fertility countries
Open accessAbstract
Although the association between fertility and education is central to several theories of fertility behaviour and is frequently explored in empirical work, educational differentials in childlessness and cohort parity progression have been scarcely documen
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Written from the paper’s full text.
TL;DR
This paper estimates educational gradients in cohort parity progression to first, second, and third births for women born 1940–1961 in 14 low-fertility countries. It finds that educational gradients differ strongly across countries but change little across cohorts within countries, with childlessness generally more frequent among highly educated women.
Key findings
- Highly educated women are generally less likely to enter motherhood, suggesting negative opportunity-cost effects outweigh positive income effects; average CPPR1 across all countries and cohorts is 0.869.
- Educational gradients in fertility differ strongly between countries, while within-country change over cohorts is limited; significant cohort changes in first-birth progression appear only in Belgium, Bulgaria, Estonia, Italy, and the UK.
- For second births, the educational gradient ranges from negative to neutral to positive; average CPPR2 is 0.820, and significant cohort changes appear only in Belgium, Norway, and Spain. For third births, average CPPR3 is 0.302, with significant cohort changes in Belgium, Georgia, Italy, Spain, and the Netherlands.
- CEE countries generally show negative educational gradients for second and third births, whereas some Western European countries and Australia show positive or U-shaped patterns; controlling for selective entry into motherhood has limited impact on educational gradients in second and third births.
Methods
- Uses longitudinal microdata for 14 countries: GGS Wave 1 for Australia, Bulgaria, Estonia, France, Georgia, Hungary, Italy, the Netherlands, Norway, Romania, and Russia; harmonized histories for Spain and the UK; and a 10% sample of the 2001 Belgian census.
- Analyzes women born 1940–1961 in four cohorts (1940–1944, 1945–1949, 1950–1955, 1956–1961), with education classified as low (ISCED 0–2), middle (ISCED 3–4), or high (ISCED 5–6).
- Estimates discrete-time event history models for repeated events for first, second, and third births, including an individual-level random effect (shared frailty), complementary log-log link, quadratic baseline hazard, and education-by-cohort interactions; estimated hazards are used to calculate cohort parity progression ratios by education.
Limitations
- Stated: GGS data underestimate cohort TFRs for Romania, Bulgaria, Georgia, and Italy, so results for these countries must be interpreted with caution; if bias differs by education, educational differentials may be affected.
- Stated: education is measured at survey time as a time-constant variable, which impedes causal inference due to reverse causality; the paper aims to assess association, not causal mechanism.
- Stated: censoring at age 39 may underestimate fertility of highly educated women, though the share of births after age 39 is small; small samples and the 1940–1961 cohort timeframe may limit detection of within-country change and later contextual effects.
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Claims the paper makes
0 of 75 cited sources checked · 0 supported · 0 flagged
- Findingreasoning
In all countries childlessness is more frequent among highly educated women.
“In all countries childlessness is more frequent among highly educated women”
Quote in the paperSubstantial claim - Findingnone given
The effect of unequal selection into motherhood across educational groups on educational gradients in higher order births through unobserved time-invariant characteristics is limited.
“The effect of unequal selection into motherhood across educational groups on educational gradients in higher order births through unobserved time-invariant characteristics is limited.”
Quote in the paperNot a substantial claim - Findingown data
For all European countries in this study, a significant fraction of the variance in birth hazards is due to the unobserved women-specific heterogeneity component (rho).
“Table 2 shows that for all European countries in this study a significant fraction of the variance in birth hazards is due to the unobserved women-specific heterogeneity component (rho).”
Quote in the paperNot a substantial claim - Findingown data
The average CPPR3 across all countries and cohorts is 0.302.
“For third births Figure 3 illustrates the estimated CPPR3 from the shared-frailty models and the corresponding average 17 (CPPR3=0.302).”
Quote in the paperNot a substantial claim - Findingown data
The average shared-frailty estimated CPPR2 across all countries and cohorts is 0.820.
“Figure 2 shows the estimated CPPR2 from the shared frailty models by cohort and level of education and also includes the average shared-frailty estimated CPPR2 across all countries and cohorts 17 (CPPR2= 0.820).”
Quote in the paperNot a substantial claim
- Findingown data
In Australia, the educational gradient in CPPR1 does not change significantly across cohorts (∆-2LL = 21.12, ∆df = 18, p = .273).
“Although the negative educational gradient seems to intensify for younger cohorts, a likelihood ratio test for the interaction between cohort and education suggests that the educational gradient does not change significantly across cohorts (∆-2LL = 21.12,∆df = 18, p = .273).”
Quote in the paperNot a substantial claim - Findingown data
In the UK, the educational gradient in CPPR1 has changed significantly over subsequent birth cohorts (∆-2LL = 30.86, ∆df = 18, p = .030).
“As a result of increasing CPPR1 for low educated women, substantial variation for middle educated women, and a decline in CPPR1 for highly educated women the educational gradient in CPPR1 has changed significantly (∆-2LL = 30.86,∆df = 18, p = .030)over subsequent birth cohorts.”
Quote in the paperSubstantial claim - Findingown data
In Italy, progression to a second birth has declined over subsequent birth cohorts, particularly among middle- and highly educated women.
“In Italy progression to a second birth has declined over subsequent birth cohorts, particularly among middle-and highly educated women.”
Quote in the paperSubstantial claim - Findingown data
A weak negative educational gradient appears in Norway with respect to entry into parenthood.
“A weak negative educational gradient appears in Norway with respect to entry into parenthood.”
Quote in the paperNot a substantial claim - Findingown data
In France, there is no significant change in the effects of education on second births over birth cohorts (∆-2LL = 4.28, ∆df = 6, p = .639).
“A likelihood ratio test shows that there is no significant change in the effects of education over birth cohorts (∆-2LL = 4.28, ∆df = 6, p = .639).”
Quote in the paperSubstantial claim - Findingown data
In Georgia, the educational gradient has not changed significantly across birth cohorts (∆-2LL = 23.16, ∆df = 18, p = .185).
“A likelihood ratio test for the cohort*education interaction indicates that the educational gradient has not changed significantly across birth cohorts (∆-2LL = 23.16,∆df = 18, p = .185).”
Quote in the paperNot a substantial claim - Findingown data
In France, the negative effect on second births is only significant for the 1950-55 birth cohort due to a temporary decline in second births among middle- and highly educated women.
“This negative effect is only significant for the 1950-55 birth cohort due to a temporary decline in second births among middle-and highly educated women.”
Quote in the paperNot a substantial claim - Findingown data
In Spain, the percentage of highly educated women entering parenthood is up to 15 percentage points lower than low-educated women.
“In general the difference in progression between low-and middle-educated women is limited, while the percentage of highly educated women entering parenthood is up to 15 percentage points lower.”
Quote in the paperNot a substantial claim - Findingown data
In Georgia, the educational gradient in second births is negative for younger birth cohorts due to a rise in CPPR2 for low-educated women compared to the oldest cohorts.
“The educational gradient in Georgia is negative for younger birth cohorts due to a rise in CPPR2 for low-educated women compared to the oldest cohorts considered.”
Quote in the paperNot a substantial claim - Findingown data
In Russia, there is a rise in CPPR2 in most educational groups over subsequent birth cohorts.
“Similarly to the CEE countries discussed earlier, Russia is characterized by a rise in CPPR2 in most educational groups over subsequent birth cohorts.”
Quote in the paperNot a substantial claim - Findingown data
In Italy, the difference in CPPR1 between low- and highly educated women ranges from 15 to 25 percentage points.
“The difference in CPPR 1 between low-and highly educated women ranges from 15 to 25 percentage points.”
Quote in the paperSubstantial claim - Findingown data
In Norway, the proportion of highly educated women making the transition to parenthood is up to 13 percentage points lower than low-educated women.
“Compared to low-educated women, middle-educated women display lower progression in some cohorts, but predominantly the proportion of highly educated women making the transition to parenthood is up to 13 percentage points lower.”
Quote in the paperSubstantial claim - Findingown data
In Belgium, the weakening of the negative educational gradient across subsequent birth cohorts is significant (∆-2LL = 142.74, ∆df = 18, p = .000).
“Given the sample size of the 2001 census data, the weakening of the negative educational gradient across subsequent birth cohorts is significant (∆-2LL = 142.74,∆df = 18, p = .000).”
Quote in the paperSubstantial claim - Findingown data
In Russia, CPPR1 has increased over subsequent birth cohorts.
“Finally, in line with other CEE countries, Russia has witnessed an increase of CPPR1 over subsequent birth cohorts.”
Quote in the paperNot a substantial claim - Findingown data
In Georgia, changes in the educational gradient over subsequent birth cohorts are not significant (∆-2LL = 6.71, ∆df = 6, p = .348).
“The results of a likelihood ratio test indicate, however, that changes in the educational gradient over subsequent birth cohorts are not significant (∆-2LL = 6.71, ∆df = 6, p: .348).”
Quote in the paperNot a substantial claim - Findingown data
The Netherlands are characterised by a pronounced negative educational gradient in entry into parenthood.
“Similarly, the Netherlands are characterised by a pronounced negative educational gradient.”
Quote in the paperSubstantial claim - Findingown data
In Norway, the educational gradient in progression to a third birth is U-shaped, with CPPR3 significantly lower among middle-educated women than among low- and highly educated women.
“The educational gradient shows a U-shaped pattern with CPPR3 being significantly lower among middle-educated women compared to low-and highly educated women.”
Quote in the paperNot a substantial claim - Findingown data
In Hungary, CPPR2 increased strongly among highly educated women.
“In Hungary CPPR2 increased strongly among highly educated women.”
Quote in the paperNot a substantial claim - Findingown data
In the Netherlands, a negative educational gradient for third births emerges in the earliest cohort considered.
“In the Netherlands a negative educational gradient for third births emerges in the earliest cohort considered.”
Quote in the paperNot a substantial claim - Findingown data
In Italy, there is no change over time for the effects of education on second births (∆-2LL = 3.55, ∆df = 6, p = .737).
“A likelihood ratio test for the interaction between education and cohort indicates no change over time for the effects of education (∆-2LL = 3.55, ∆df = 6, p = .737).”
Quote in the paperSubstantial claim - Findingown data
In France, the educational gradient in first birth progression does not change significantly across cohorts (∆-2LL = 21.49, ∆df = 18, p = .256).
“Despite the fact that the 1950-55 cohort seems to display the strongest negative educational gradient in first birth progression, a likelihood ratio test shows no significant cohort*education (∆-2LL = 21.49,∆df = 18, p = .256).”
Quote in the paperSubstantial claim - Findingreasoning
In Georgia, the negative educational gradient is strongest in the younger birth cohorts.
“Hence the negative educational gradient is strongest in the younger birth cohorts.”
Quote in the paperNot a substantial claim - Findingown data
Progression ratios to a third birth in Norway are higher for all educational levels and birth cohorts than the average CPPR3 found across countries and cohorts.
“Progression ratios to a third birth in Norway are higher for all educational levels and birth cohorts than the average CPPR3 found across countries and cohorts.”
Quote in the paperNot a substantial claim - Findingown data
In Australia, changes in the relation between education and second births across cohorts are not significant (∆-2LL = 7.84, ∆df = 6, p = .250).
“Results show that the changes in the relation between education and second births across cohorts are not significant (∆-2LL = 7.84, ∆df = 6, p: .250).”
Quote in the paperNot a substantial claim - Findingown data
In Hungary, the transition to parenthood is characterised by a negative educational gradient, regardless of the cohort considered.
“The transition to parenthood in Hungary is characterised by a negative educational gradient, regardless of the cohort considered.”
Quote in the paperSubstantial claim - Findingown data
In the UK, progression to a third birth is higher in most cohorts and educational groups than the average CPPR3 found across countries.
“In the UK, progression to a third birth is higher in most cohorts and educational groups than the average CPPR3 found across countries.”
Quote in the paperNot a substantial claim - Findingown data
In Australia, the U-shaped educational gradient in progression to a third birth has not changed significantly across birth cohorts (∆-2LL = 5.14, ∆df = 6, p = .526).
“which has not changed significantly across birth cohorts (∆-2LL = 5.14, ∆df = 6, p = .526).”
Quote in the paperNot a substantial claim - Findingnone given
Progression to a second birth in Norway is higher than the average CPPR2 across countries and educational levels.
“Progression to a second birth in Norway is higher than the average CPPR2 across countries and educational levels.”
Quote in the paperNot a substantial claim - Findingown data
In Hungary, the change from a negative to a U-shaped educational gradient in progression to second births is not significant, suggesting a neutral educational gradient (∆-2LL = 2.57, ∆df = 6, p = .861).
“Although Hungary seems to have evolved from a negative to a U-shaped educational gradient in progression to second births, this change is not significant, suggesting a neutral educational gradient (∆-2LL = 2.57, ∆df = 6, p = .861).”
Quote in the paperNot a substantial claim - Findingown data
In the Netherlands, the birth cohorts 1950-1955 and 1956-1961 show a positive educational gradient in progression to a second child.
“In the Netherlands the birth cohorts 1950-1955 and 1956-1961 show a positive educational gradient in progression to a second child.”
Quote in the paperSubstantial claim - Findingown data
The UK is characterised by a neutral education gradient in progression to second births.
“The UK is characterised by a neutral education gradient in progression to second births.”
Quote in the paperSubstantial claim - Findingown data
In the Netherlands, the negative educational gradient in CPPR1 has remained stable across cohorts (∆-2LL= 20.46, ∆df= 18, p = .308).
“The likelihood ratio test for the education*cohort interaction further indicates that this negative educational gradient has remained stable across cohorts (∆-2LL= 20.46, ∆df= 18, p = .308).”
Quote in the paperNot a substantial claim - Findingown data
In Estonia, from the 1945 birth cohort on, low-educated women display higher CPPR2 compared to older cohorts.
“From the 1945 birth cohort on, low-educated women display higher CPPR2 compared to older cohorts.”
Quote in the paperNot a substantial claim - Findingown data
In Australia, all educational groups in all cohorts show higher than average CPPR2.
“Similarly to the UK and the Netherlands, all educational groups in all cohorts in Australia show higher than average CPPR2.”
Quote in the paperNot a substantial claim - Findingown data
In Norway, the U-shaped educational gradient in progression to a third birth has not changed significantly across birth cohorts (∆-2LL = 3.07, ∆df = 6, p = .800).
“This Ushaped gradient has not changed significantly across birth cohorts (∆-2LL = 3.07, ∆df = 6, p = .800).”
Quote in the paperNot a substantial claim - Findingown data
In Spain, the educational effects on second births change significantly over birth cohorts (∆-2LL = 11.77, ∆df = 6, p = .067).
“However, due to the fact that this decline did not occur at the same time across the educational groups, the educational effects change significantly over birth cohorts (∆-2LL = 11.77,∆df = 6, p = .067).”
Quote in the paperSubstantial claim - Findingown data
In Norway, the educational gradient in CPPR1 does not vary significantly across cohorts (∆-2LL = 19.03, ∆df = 18, p = .390).
“Since the inclusion of interactions between education and cohort do not significantly improve the model (∆-2LL = 19.03,∆df = 18, p = .390),this educational gradient does not vary significantly across cohorts.”
Quote in the paperNot a substantial claim - Findingown data
The UK is characterised by a negative educational gradient for entry into parenthood.
“The UK is equally characterised by a negative educational gradient for entry into parenthood.”
Quote in the paperSubstantial claim - Findingown data
In Spain, CPPR2 is lower for younger birth cohorts regardless of the educational group considered.
“Similar to Italy, Spain also shows lower CPPR2 for younger birth cohorts regardless of the educational group considered.”
Quote in the paperSubstantial claim - Findingown data
In Australia, in the two youngest birth cohorts a neutral educational gradient in second births is found.
“In the two youngest birth cohorts a neutral educational gradient in second births is found.”
Quote in the paperNot a substantial claim - Findingown data
In Spain, the educational gradient does not change significantly over subsequent birth cohorts (∆-2LL = 23.02, ∆df = 18, p = .190).
“A likelihood ratio test of the cohort*education interaction indicates that the educational gradient does not change significantly over subsequent birth cohorts (∆-2LL = 23.02,∆df = 18, p = .190).”
Quote in the paperNot a substantial claim - Findingown data
The woman-specific characteristics connected to timing of and entry to motherhood have little impact on the educational gradient in progression to second and third births.
“However the woman-specific characteristics connected to timing of and entry to motherhood have little impact on the educational gradient in progression to second and third births (see Tables A1-A3 in appendix).”
Quote in the paperSubstantial claim - Findingown data
In the UK, the negative educational gradient for third births has not changed significantly across birth cohorts (Δ-2LL = 4.22, Δdf = 6, p = .646).
“which has not changed significantly across birth cohorts (Δ-2LL = 4.22, Δdf = 6, p = .646).”
Quote in the paperNot a substantial claim - Findingown data
In Hungary, the educational gradient has not changed significantly across cohorts (∆-2LL = 18.59, ∆df = 18, p = .417).
“A likelihood ratio test for cohort*education interaction shows that the educational gradient has not changed significantly across cohorts (∆-2LL = 18.59, ∆df = 18, p = .417).”
Quote in the paperNot a substantial claim - Findingown data
In the UK, a negative educational gradient emerges for progression to third births in all cohorts considered.
“In all cohorts considered a negative educational gradient emerges for progression to third births”
Quote in the paperNot a substantial claim - Findingown data
In the Netherlands, due to a rise in CPPR3 for highly educated women, the educational gradient has changed significantly across cohorts (Δ-2LL = 12.52, Δdf = 6, p = .051).
“However, due to a rise in CPPR3 for highly educated women the educational gradient has changed significantly across cohorts (Δ-2LL = 12.52, Δdf = 6, p = .051),”
Quote in the paperNot a substantial claim - Findingown data
In Italy, only the 1950-55 cohort deviates significantly from the overall pattern of the educational gradient (∆-2LL = 31.16, ∆df = 18, p = .028).
“A likelihood ratio test of the cohort*education interaction indicates that only the 1950-55 cohort -having a negative educational gradient that is somewhat less articulated -deviates significantly from the overall pattern (∆-2LL = 31.16,∆df = 18, p = .028).”
Quote in the paperNot a substantial claim - Findingown data
In contrast to findings for other European countries, the results for CEE countries generally show negative educational gradients for the progression to a second child.
“In contrast to findings for other European countries, the results for CEE countries generally show negative educational gradients for the progression to a second child.”
Quote in the paperSubstantial claim - Findingown data
In Australia, in the 1956-1961 cohort, the proportion of highly educated women having a first child is 16 percentage points lower than among low-educated women.
“Even in the cohort born in 1956-1961, the proportion of highly educated women having a first child is 16 percentage points lower than among low-educated women.”
Quote in the paperNot a substantial claim - Findingown data
Estonia is characterized by rises in CPPR2 at different times for different educational groups.
“Estonia is characterized by rises in CPPR2 at different times for different educational groups.”
Quote in the paperNot a substantial claim - Findingown data
In Australia, the educational gradient of cohort parity progression ratios to a third birth is U-shaped.
“Also in Australia the educational gradient of cohort parity progression ratios to a third birth shows a U-shaped pattern”
Quote in the paperNot a substantial claim - Findingown data
In Estonia, changes in the educational gradient of progression to a second child over subsequent birth cohorts are not significant (∆-2LL = 4.37, ∆df = 6, p = .627).
“A likelihood ratio test indicates, however, that changes in the educational gradient of progression to a second child over subsequent birth cohorts are not significant (∆-2LL = 4.37, ∆df = 6, p = .627).”
Quote in the paperNot a substantial claim - Findingown data
In Italy, progression to motherhood is characterized by a particularly articulated negative educational gradient.
“From a comparative perspective, progression to motherhood in Italy is characterized by a particularly articulated negative educational gradient.”
Quote in the paperSubstantial claim - Findingnone given
In Norway, the CPPR1 for low- and middle-educated women is higher than the average CPPR1 found across countries.
“In general, the CPPR1 for low-and middle-educated women in Norway is higher than the average CPPR1 found across countries.”
Quote in the paperNot a substantial claim - Findingown data
In Belgium, the trend towards an increasingly articulated positive educational gradient in younger cohorts is statistically significant (∆-2LL = 132.21, ∆df = 6, p = .000).
“A likelihood ratio test indicates that the trend towards an increasingly articulated positive educational gradient in younger cohorts is statistically significant (∆-2LL = 132.21,∆df = 6, p = .000).”
Quote in the paperSubstantial claim - Findingown data
In Norway, the changes in the relation between education and second births over cohorts are significant (∆-2LL = 16.35, ∆df = 6, p = .012).
“The changes in the relation between education and second births over cohorts were found to be significant (∆-2LL = 16.35,∆df = 6, p = .012).”
Quote in the paperSubstantial claim - Findingown data
In France, all other birth cohorts are characterized by a neutral educational gradient in second births.
“All other birth cohorts are characterized by a neutral educational gradient.”
Quote in the paperNot a substantial claim - Findingown data
In France, CPPR2 seems to be slightly lower among middle-educated women.
“In France CPPR2 seems to be slightly lower among middle-educated women.”
Quote in the paperNot a substantial claim - Findingown data
In Russia, the negative educational gradient has been stable across birth cohorts (∆-2LL = 1.83, ∆df = 6, p = .935).
“which has been stable across birth cohorts (∆-2LL = 1.83, ∆df = 6, p = .935).”
Quote in the paperNot a substantial claim - Findingown data
Georgia is characterized by a strong negative educational gradient.
“Georgia is characterized by a strong negative educational gradient”
Quote in the paperNot a substantial claim - Findingown data
In Spain, for most cohorts no significant educational gradient is found in third birth hazards.
“For most cohorts no significant educational gradient is found in third birth hazards,”
Quote in the paperNot a substantial claim - Findingown data
In Hungary, the negative effect of education does not change significantly across cohorts (∆-2LL = 4.62, ∆df = 6, p = .594).
“The negative effect of education does not change significantly across cohorts (∆-2LL = 4.62, ∆df = 6, p = .594).”
Quote in the paperNot a substantial claim - Findingown data
The effects of education on progression to third births vary substantially across countries.
“Concerning the progression to third births, the results presented in this paper indicate that the effects of education vary substantially across countries.”
Quote in the paperSubstantial claim - Findingown data
Hungary shows lower than average CPPR3 for middle- and highly educated women, regardless of the cohort considered.
“Hungary shows lower than average CPPR3 for middle-and highly educated women, regardless of the cohort considered.”
Quote in the paperNot a substantial claim - Findingown data
In Italy, the educational gradient of CPPR3 varies over subsequent birth cohorts, ranging from a negative gradient in the 1940-44 cohort to a positive gradient in the 1950-55 cohort.
“As a result, the educational gradient of CPPR3 is also subject to variation over subsequent birth cohorts, ranging from a negative gradient in the 1940-44 cohort to a positive gradient in the 1950-55 cohort.”
Quote in the paperSubstantial claim - Findingown data
In Georgia, the educational gradient has changed significantly across cohorts (∆-2LL = 21.62, ∆df = 6, p = .001).
“which has changed significantly across cohorts (∆-2LL = 21.62,∆df = 6, p = .001).”
Quote in the paperNot a substantial claim - Findingown data
Progression to a second birth varies particularly strongly across countries for highly educated women (Table 3).
“In line with findings for first births, progression to a second birth varies particularly strongly across countries for highly educated women (Table 3),”
Quote in the paperSubstantial claim - Findingnone given
Some Western European countries (Norway, France, Belgium) and Australia show U-shaped patterns with higher progression for low- and highly educated women.
“Some Western European countries (Norway, France, Belgium) and Australia show U-shaped patterns with higher progression for low-and highly educated women.”
Quote in the paperSubstantial claim - Findingown data
In Romania, the educational gradient has not changed significantly across birth cohorts (∆-2LL = 5.53, ∆df = 6, p = .477).
“The educational gradient has not changed significantly across birth cohorts (∆-2LL = 5.53, ∆df = 6, p = .477).”
Quote in the paperNot a substantial claim - Findingown data
Variation in first birth progression across countries is particularly high for highly educated women (Table 3).
“Variation in first birth progression across countries is particularly high for highly educated women (Table 3),”
Quote in the paperSubstantial claim - Findingown data
In contrast to the between-country variation found, there are few significant changes in the relation between education and fertility over time within countries.
“In contrast to the between-country variation found, we find few significant changes in the relation between education and fertility over time within countries.”
Quote in the paperSubstantial claim - Findingown data
In Italy, a likelihood ratio test indicates that the variation for highly educated women is significant (∆-2LL = 12.65, ∆df = 6, p = .049).
“A Likelihood ratio test indicates that this variation for highly educated women is significant (∆-2LL = 12.65, ∆df = 6, p = .049).”
Quote in the paperSubstantial claim - Findingown data
The educational gradient in progression to second births varies strongly between countries.
“The educational gradient in progression to second births varies strongly between countries,”
Quote in the paperSubstantial claim - Findingown data
In the Netherlands, the change resulted in a positive educational gradient in the 1956-61 birth cohort.
“resulting in a positive educational gradient in the 1956-61 birth cohort.”
Quote in the paperNot a substantial claim - Findingown data
The educational gradient in third births varies strongly across countries within the CEE region.
“However, the educational gradient varies strongly across countries within the CEE region.”
Quote in the paperSubstantial claim - Findingreasoning
Weak effects of education occur in CEE countries.
“Weak effects of education occur in CEE countries,”
Quote in the paperSubstantial claim - Findingown data
In Spain, likelihood ratio tests indicate that the change of the educational gradient across birth cohorts is significant (∆-2LL = 11.78, ∆df = 6, p = .067).
“Likelihood ratio tests indicate that the change of the educational gradient across birth cohorts is significant (∆-2LL = 11.78,∆df = 6, p = .067).”
Quote in the paperNot a substantial claim - Findingown data
In Spain, a negative educational gradient seems to emerge in the most recent cohorts as a result of the more substantial decline of CPPR3 among highly educated women.
“although a negative educational gradient seems to emerge in the most recent cohorts as a result of the more substantial decline of CPPR3 among highly educated women.”
Quote in the paperNot a substantial claim - Findingown data
Spain is characterised by an articulated drop in CPPR3 across subsequent birth cohorts, particularly among middle- and highly educated women.
“Spain is characterised by an articulated drop in CPPR3 across subsequent birth cohorts, particularly among middle-and highly educated women.”
Quote in the paperSubstantial claim - Findingreasoning
In Italy and the Netherlands the negative educational gradient of parenthood is particularly articulated.
“In Italy and the Netherlands the negative educational gradient of parenthood is particularly articulated.”
Quote in the paperSubstantial claim - Findingown data
The educational gradient for first births is subject to strong variation between countries.
“Further evidence suggests that the educational gradient for first births is subject to strong variation between countries”
Quote in the paperSubstantial claim - Findingown data
In France, for all birth cohorts middle-educated women show lower progression to third births.
“For all birth cohorts middle-educated women show lower progression to third births.”
Quote in the paperSubstantial claim - Findingreasoning
Country variation in the educational gradients in fertility depends strongly on the birth order considered.
“Country variation in the educational gradients in fertility also depends strongly on the birth order considered.”
Quote in the paperSubstantial claim - Findingown data
In Belgium, progression to a third birth is characterized by a negative educational gradient in the cohort born in 1940-1944.
“In Belgium progression to a third birth is characterized by a negative educational gradient in the cohort born in 1940-1944.”
Quote in the paperNot a substantial claim - Findingreasoning
The intrinsically complex relation between education and childbearing varies strongly across countries.
“The final and foremost conclusion of this paper is that the intrinsically complex relation between education and childbearing varies strongly across countries,”
Quote in the paperSubstantial claim - Findingreasoning
Positive educational effects on second births are found for some countries (Norway, Netherlands, Belgium).
“Positive educational effects are found for some countries (Norway, Netherlands, Belgium),”
Quote in the paperSubstantial claim - Findingown data
Controlling for unobserved characteristics connected to timing and occurrence of a first birth, the stronger selection into motherhood of higher-educated groups has limited impact on the educational gradient of second and third births.
“Controlling for unobserved characteristics connected to timing and occurrence of a first birth, this paper finds that the stronger selection into motherhood of higher-educated groups has limited impact on the educational gradient of second and third births.”
Quote in the paperSubstantial claim - Findingnone given
In the Netherlands, the context of strong reliance on part-time work was found to impede highly educated women from becoming mothers.
“whereas this context was found to impede highly educated women from becoming mothers.”
Quote in the paperNot a substantial claim - Findingown data
In Georgia, the educational gradient is weakest in the most recent cohort.
“The educational gradient is weakest in the most recent cohort.”
Quote in the paperNot a substantial claim - Findingown data
Variation across countries in progression to third births is especially large for highly educated women (Table 3).
“Variation across countries in progression to third births is especially large for highly educated women (Table 3).”
Quote in the paperSubstantial claim - Findingown data
Highly educated women in general are less likely to enter motherhood than low- and middle-educated women.
“The results presented in this paper show that highly educated women in general are less likely to enter motherhood than low-and middle-educated women”
Quote in the paperSubstantial claim - Findingown data
In Bulgaria, the negative educational gradient has not changed significantly over subsequent birth cohorts (∆-2LL = 9.57, ∆df = 6, p = .144).
“that has not changed significantly over subsequent birth cohorts (∆-2LL = 9.57, ∆df = 6, p = .144).”
Quote in the paperNot a substantial claim - Findingnone given
For the Netherlands, easier progression to second children for highly educated mothers is found in a context of strong reliance on part-time work.
“For the Netherlands, easier progression to second children for highly educated mothers in a context of strong reliance on part-time work is found,”
Quote in the paperSubstantial claim - Findingown data
In Estonia, the negative educational gradient has not changed significantly across birth cohorts (∆-2LL = 2.24, ∆df = 6, p = .896).
“The negative educational gradient has not changed significantly across birth cohorts (∆-2LL = 2.24, ∆df = 6, p = .896).”
Quote in the paperNot a substantial claim - Findingreasoning
In contrast to the negative educational gradient for first birth progression, the educational gradient in progression to second births ranges from negative, through neutral, to positive.
“In contrast to the negative educational gradient for first birth progression, the educational gradient in progression to second births ranges from negative, through neutral, to positive.”
Quote in the paperSubstantial claim - Findingreasoning
Southern European countries (Spain and Italy), Australia, France, and the Netherlands show low progression to parenthood for highly educated women.
“whereas Southern European countries (Spain and Italy), Australia, France, and the Netherlands show low progression for this group.”
Quote in the paperSubstantial claim - Findingown data
In Belgium, the educational gradient changed significantly over subsequent birth cohorts (∆-2LL = 69.61, ∆df = 6, p = .000).
“The educational gradient changed significantly over subsequent birth cohorts (∆-2LL = 69.61,∆df = 6, p = .000),”
Quote in the paperSubstantial claim - Findingreasoning
CEE countries typically display relatively frequent progression to parenthood among highly educated women.
“CEE countries typically display relatively frequent progression to parenthood among highly educated women,”
Quote in the paperSubstantial claim - Findingown data
In France, a U-shaped educational gradient in CPPR3 is found.
“In France a U-shaped educational gradient in CPPR3 is also found.”
Quote in the paperNot a substantial claim - Findingown data
In France, the U-shaped educational gradient is stable across birth cohorts (∆-2LL = 3.16, ∆df = 6, p = .789).
“This U-shaped gradient is stable across birth cohorts (∆-2LL = 3.16, ∆df = 6, p = .789).”
Quote in the paperSubstantial claim - Premisecitation
Estonia seems to be an exception, where positive effects of education on second order births have been found.
“Estonia seems to be an exception, where positive effects of education on second order births have been found (Klesment and Puur 2010).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Klesment and Puur 2010
Not checked in the free run.
- Interpretationreasoning
The negative effects of opportunity costs outweigh positive income effects in explaining why childlessness is more frequent among highly educated women.
“suggesting that negative effects of opportunity costs outweigh positive income effects”
Quote in the paperNot a substantial claim - Premisecitation
The roles of student and parent are incompatible in most contexts.
“suggesting that in most contexts the roles of student and parent are incompatible (Blossfeld and Huinik 1991;Kravdal and Rindfuss 2008;Lappegård and Rønsen 2005).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Blossfeld and Huinik 1991
Not checked in the free run.
- cites Kravdal and Rindfuss 2008
Not checked in the free run.
- cites Lappegård and Rønsen 2005
Not checked in the free run.
- Premisecitation
CEE countries are characterized by a negative association between education and progression to higher-order births.
“By contrast, CEE countries are characterized by a negative association between education and progression to higher-order births (Berent 1970;Kharkova and Andreev 2000;Kreyenfeld 2004;Koytcheva 2006;Gjonca,”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Berent 1970
Not checked in the free run.
- cites Kharkova and Andreev 2000
Not checked in the free run.
- cites Kreyenfeld 2004 source
Not checked in the free run.
- Premisecitation
Available evidence on childlessness and parity progression by level of education shows important between-country variation in the association between education and fertility.
“Available evidence on childlessness and parity progression by level of education, however, shows important between-country variation in the association between education and fertility.”
Quote in the paperSubstantial claim - Premisecitation
In Western, Northern, and Southern European countries, second and third birth hazards have been found to be higher for highly educated people.
“In Western, Northern, and Southern European countries, second and third birth hazards have been found to be higher for highly educated people (Kreyenfeld 2002;Bratti 2003;Andersson, Hoem, and Duvander 2006;Köppen 2006;Kravdal and Rindfuss 2008;Caltabiano, Castiglioni, and Rosina 2009;Muresan and Hoem 2010;Neels and De Wachter 2010;Rønsen and Skrede 2010).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Kreyenfeld 2002 source
Not checked in the free run.
- cites Bratti 2003
Not checked in the free run.
- cites Andersson, Hoem, and Duvander 2006
Not checked in the free run.
- Study design and conductown data
Since the share of births after age 39 for highly educated women is larger in most countries, censoring at age 39 may entail an underestimation of fertility of highly educated women.
“Since the share for highly educated women is larger in most countries, we acknowledge that censoring at age 39 may entail an underestimation of fertility of highly educated women.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: Cumulated cohort fertility at age 39 closely approximates cohort-completed fertility.
- Premisecitation
Having a child while being enrolled in education is likely to cause an exit out of the educational system.
“Conversely, having a child while being enrolled in education is likely to cause an exit out of the educational system (Cohen, Kravdal, and Keilman 2011).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Cohen, Kravdal, and Keilman 2011
Not checked in the free run.
- Study design and conductcitation
Validation of cohort total fertility rates estimated retrospectively from the GGS shows that fertility indicators for cohorts born since the mid-1940s do not deviate substantially from vital registration for most countries.
“Validation of cohort total fertility rates (CTFR) estimated retrospectively from the GGS shows that fertility indicators for cohorts born since the mid-1940s do not deviate substantially from vital registration for most countries (Vergauwen, Wood, and Neels 2012).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Vergauwen, Wood, and Neels 2012
Not checked in the free run.
- Study design and conductreasoning
The design of the GGS questionnaire does not allow a complete reconstruction of education histories.
“The design of the GGS questionnaire does not allow a complete reconstruction of education histories.”
Quote in the paperSubstantial claim - Study design and conductreasoning
The individual-level random effect captures selectivity with respect to the transition to parenthood, as both the occurrence of a first birth and its timing determine the value for the random effect.
“The individual-level random effect captures selectivity with respect to the transition to parenthood, as both the occurrence of a first birth as well as its timing determine the value for µ j .”
Quote in the paperSubstantial claim - Premisecitation
Women are likely to self-select themselves into educational groups.
“We do not claim that these differences are mere effects of education, as women are likely to self-select themselves into educational groups (Sobotka 2004).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sobotka 2004
Not checked in the free run.
- Study design and conductreasoning
Combining the GGS Wave 1 questions on highest completed education and date of attainment does not provide sufficient information to evaluate whether an individual was continuously enrolled in education up to the date of the highest educational attainment.
“Combining the GGS Wave 1 questions “What is the highest level of education you have successfully completed?”and “In what month and year did you reach that level?” does not provide sufficient information to evaluate whether an individual was continuously enrolled in education up to the date of the highest educational attainment.”
Quote in the paperSubstantial claim - Study design and conductcitation
Validation of the 2001 census shows close correspondence with vital registration data for all birth cohorts.
“Validation of the 2001 census shows close correspondence with vital registration data for all birth cohorts (Neels and Gadeyne 2010).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Neels and Gadeyne 2010
Not checked in the free run.
- Study design and conductreasoning
As a result of the education*baseline, cohort*baseline, and education*cohort*baseline interactions, the parameter estimates for education merely reflect educational differentials in first-birth hazards in the youngest age group and provide little information on educational differentials in final intensities under the model.
“As a result of the education*baseline, cohort*baseline, and education*cohort*baseline interactions the parameter estimates for education merely reflect educational differentials in first-birth hazards in the youngest age group and provide little information on educational differentials in final intensities under the model.”
Quote in the paperSubstantial claim - Premisereasoning
The relation between education and first birth hazards typically depends on which part of the reproductive lifespan is considered, since education-specific fertility schedules intersect.
“The relation between education and first birth hazards typically depends on which part of the reproductive lifespan is considered, since education-specific fertility schedules intersect.”
Quote in the paperSubstantial claim - Study design and conductreasoning
The regression-based approach provides more stable estimates of education-specific parity progression rates compared to CPPRs calculated directly from the survey data, which are subject to considerable sampling variation.
“First, the regression-based approach provides more stable estimates of education-specific parity progression rates compared to CPPRs calculated directly from the survey data, which are subject to considerable sampling variation.”
Quote in the paperSubstantial claim - Study design and conductreasoning
Hence the GGS Wave 1 data do not allow us to assess if a birth occurred when enrolled in education.
“Hence the GGS Wave 1 data do not allow us to assess if a birth occurred when enrolled in education.”
Quote in the paperSubstantial claim - Study design and conductcitation
In line with Hoem and Kreyenfeld (2006), the use of level of education at the time of the survey impedes causal inferences due to reverse causality (i.e., parity progression may determine educational level).
“In line with Hoem and Kreyenfeld (2006), we acknowledge that the use of level of education at the time of the survey impedes causal inferences to be made due to reverse causality (i.e., parity progression may determine educational level (Cohen, Kravdal, and Keilman 2011)).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Hoem and Kreyenfeld 2006
Not checked in the free run.
- cites Cohen, Kravdal, and Keilman 2011
Not checked in the free run.
- Study design and conductown data
Additional sensitivity models including the interaction between the quadratic baseline function, education, and cohort do not yield substantially different results for second and third births.
“Additional sensitivity modelsfoot_4 -including the interaction between the quadratic baseline function, education, and cohort -do not yield substantially different results for second and third births.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: For second and third order births, the effect of exposure since previous birth does not vary across birth cohorts or educational levels.
- Interpretationreasoning
Selection in terms of timing and occurrence of first births does not affect the educational patterns in progression to second and third births.
“Hence, our results indicate that selection in terms of timing and occurrence 17 Averages are computed as unweighted mean progression ratios across all educational groups in all cohorts in all 14 countries studied in this paper.18 Results are not included in the paper, but are available upon request. of first births does not affect the educational patterns in progression to second and third births.”
Quote in the paperSubstantial claim- Rests on an assumption: The individual-level random effect adequately controls for time-constant unobserved characteristics that affect birth hazards of women across spells or birth intervals.
- Interpretationreasoning
Different combinations of progression ratios to first, second, and third births can lead to similar levels of fertility.
“This illustrates that different combinations of progression ratios to first, second, and third births can lead to similar levels of fertility.”
Quote in the paperSubstantial claim - Interpretationreasoning
The communist governments were successful in establishing universal parenthood.
“which suggests that the communist governments were successful in establishing universal parenthood.”
Quote in the paperSubstantial claim - Interpretationown data
Highly educated women are particularly sensitive to context (for example childcare availability, cultural acceptance of maternal employment, etc.) in their first-birth behaviour.
“indicating that this group is particularly sensitive to context (for example childcare availability, cultural acceptance of maternal employment, etc.) in their first-birth behaviour.”
Quote in the paperSubstantial claim - Interpretationreasoning
The relation between education and second births is largely determined by context.
“This indicates that the relation between education and second births is largely determined by context.”
Quote in the paperSubstantial claim - Interpretationreasoning
The relation between education and childbearing is highly dependent on context.
“which indicates that this relation is highly dependent on context.”
Quote in the paperSubstantial claim - Interpretationreasoning
Due to supportive policy contexts (Norway, Belgium) the income effect overrides the effect of higher opportunity costs.
“which may suggest that due to supportive policy contexts (Norway, Belgium) the income effect overrides the effect of higher opportunity costs.”
Quote in the paperSubstantial claim - Interpretationreasoning
Context has a substantial impact on the educational gradient of progression to third births, particularly for third births among highly educated women.
“These findings indicate that context again has a substantial impact on educational gradient of progression to third births, which is particularly the case for third births among highly educated women.”
Quote in the paperSubstantial claim - Interpretationreasoning
Highly educated women may consider having only one child to be an effective strategy to comply with social norms regarding parenthood while controlling opportunity costs related to second and third children.
“This finding may suggest that highly educated women consider having only one child to be an effective strategy to comply with social norms regarding parenthood while controlling opportunity costs related to second and third children.”
Quote in the paperNot a substantial claim - Premisecitation
The negative educational gradients in higher order births for CEE countries are in line with previous findings.
“The negative educational gradients in higher order births for CEE countries are in line with previous findings (e.g., Kharkova and Andreev 2000;Muresan and Hoem 2010)”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Kharkova and Andreev 2000
Not checked in the free run.
- cites Muresan and Hoem 2010
Not checked in the free run.
- Interpretationown data
Highly educated women are particularly sensitive to context in their second-birth behaviour.
“indicating that this group is particularly sensitive to context.”
Quote in the paperSubstantial claim
- May combine two claims. 70
- Classified as probably not a substantial claim. 35
May combine two claims.
Findingnone givenEducational gradients in fertility differ strongly between countries, whereas change over time within countries is limited.
“Educational gradients in fertility differ strongly between countries whereas change over time within countries is limited.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationThe average estimated progression to motherhood across all countries and cohorts (CPPR1) is 0.869.
“The figure also includes the average estimated progression to motherhood across all countries and cohorts (CPPR1=0.869)17 .”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn the data for the 14 countries, the share of women born between 1940 and 1961 that had a first, second, or third birth after age 39 is limited to 0.73 per cent, 1.27 per cent, and 2.94 per cent, respectively.
“In the data for the 14 countries considered, the share of women born between 1940 and 1961 that had a first, second, or third birth after age 39 is limited to 0.73 per cent, 1.27 per cent, and 2.94 per cent, respectively.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Norway, the negative educational gradient in second births disappeared in the 1950-55 cohort and turned into a positive educational gradient for the youngest birth cohort, with highly educated women having significantly higher progression to a second child than low-educated women.
“This negative educational gradient disappeared, however, in the 1950-55 cohort and eventually turned into a positive educational gradient for the youngest birth cohort, with the proportion of women progressing to a second child being significantly higher among highly educated compared to low-educated women.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Belgium, progression to a second birth is characterised by a positive educational gradient, with parity progression particularly high among highly educated women.
“In Belgium progression to a second birth is characterised by a positive educational gradient, with parity progression being particularly high among highly educated women.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Georgia, depending on the cohort, the results show a negative educational gradient (cohorts 1940-1944, 1956-1961) or an inverse U-shaped pattern (1945-1955).
“Depending on the cohort considered, the results for Georgia show a negative educational gradient (cohorts 1940-1944, 1956-1961) or an inverse U-shaped pattern (1945)(1946)(1947)(1948)(1949)(1950)(1951)(1952)(1953)(1954)(1955).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Bulgaria, a strong negative educational gradient is found for CPPR2, which does not change significantly over subsequent birth cohorts (∆-2LL = 7.41, ∆df = 6, p = .284).
“In Bulgaria a strong negative educational gradient is found for CPPR2, which does not change significantly over subsequent birth cohorts (∆-2LL = 7.41, ∆df = 6, p = .284).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Estonia, over subsequent birth cohorts the CPPR1 for middle-educated women has remained similar, while progression to parenthood has increased among low- and highly educated women.
“Over subsequent birth cohorts the CPPR1 for middle-educated women has remained similar, while progression to parenthood has increased among low-and highly educated women.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn the UK, the proportion of low-educated women having a first child is higher than the average across countries and their CPPR1 has increased in recent cohorts.
“The proportion of low-educated women having a first child in the UK is higher than the average across countries and their CPPR1 has increased in recent cohorts.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Romania, transition to parenthood among low-educated women is more frequent in all cohorts than the average CPPR1, while CPPR1 is lower for middle- and highly educated women.
“In Romania transition to parenthood among low-educated women is more frequent in all cohorts than the average CPPR1 found across countries, while CPPR1 is lower for middle-and highly educated women.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn the UK, the lowest proportion of women having a first child is found among the highly educated, with little variation over subsequent birth cohorts.
“The lowest proportion of women having a first child is found among the highly educated: the CPPR1 for this group is lower than the average CPPR1 across countries, with little variation over subsequent birth cohorts.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataEstonia shows an inverse U-shaped gradient towards CPPR1 for the oldest cohort, but this gradient has changed significantly into a more neutral relation between education and motherhood in younger cohorts (∆-2LL = 30.93, ∆df = 18, p = .029).
“Estonia shows an inverse U-shaped gradient towards CPPR1 for the oldest cohort, but this gradient has changed significantly (∆-2LL = 30.93,∆df = 18, p = .029)into a more neutral relation between education and motherhood in younger cohorts.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Russia, the educational gradient of entry into parenthood is weakly negative to neutral and has not changed significantly across birth cohorts (∆-2LL = 21.46, ∆df = 18, p = .257).
“The educational gradient of entry into parenthood is weakly negative to neutral and has not changed significantly across birth cohorts (∆-2LL = 21.46,∆df = 18, p = .257).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the Netherlands, the CPPR1 for low-educated women is consistently higher than average, around average for middle-educated women, and particularly low for highly educated women.
“Compared to the level found across countries, the CPPR1 for low-educated women is consistently higher than average, around average for middle-educated women, and particularly low for highly educated Dutch women.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Bulgaria, progression to parenthood is more frequent among low- and middle-educated women compared to the average CPPR1, while being lower than average for highly educated women born before 1950.
“In Bulgaria the progression to parenthood is more frequent among low-and middle-educated women compared to the average CPPR1 found across countries, while being lower than average for highly educated women born before 1950.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn France, low-educated women show higher than average progression to motherhood, whereas middle- and particularly highly educated women remain childless more often.
“Also in France, low-educated women show higher than average progression to motherhood compared to the average CPPR1 found across countries, whereas middleand particularly highly educated women remain childless more often.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Bulgaria, for highly educated women the CPPR1 has increased for women born after 1949, entailing a significant weakening of the negative educational gradient (∆-2LL = 45.82, ∆df = 18, p = .000).
“For highly educated women the CPPR1 has increased for women born after 1949, which has entailed a significant weakening of the negative educational gradient (∆-2LL = 45.82,∆df = 18, p: .000).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Hungary, the CPPR1 for low- and middle-educated women is consistently higher than the average found across countries, while for highly educated women it is close to the average, resulting in a negative educational gradient.
“In all cohorts the CPPR1 for low-and middle-educated women is consistently higher than the average found across countries.For highly educated women the CPPR1 is close to the average found across countries, resulting in a negative educational gradient.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Spain, progression to motherhood among low- and middle-educated women is higher than the CPPR1 found across countries, while childlessness is more frequent than average among highly educated women in all considered cohorts.
“For Spain, progression to motherhood among low-and middle-educated women is higher than the CPPR1 found across countries, while childlessness is more frequent than average among highly educated women in all considered cohorts.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the Netherlands, changes in the educational gradient across cohorts are limited and the interaction between cohort and education does not significantly improve model fit (∆-2LL = 7.32, ∆df = 6, p = .292).
“Changes in the educational gradient across cohorts are limited and the inclusion of an interaction between cohort and education does not significantly improve the model fit (∆-2LL = 7.32, ∆df = 6, p = .292).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Spain, the strongest drop in CPPR2 for highly educated women occurred in the 1945-49 birth cohorts, resulting in a negative educational gradient in recent birth cohorts.
“The strongest drop in CPPR2 for highly educated women occurred in the 1945-49 birth cohorts -while other educational groups did not experience such a decline -resulting in a negative educational gradient in recent birth cohorts.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Italy, the educational gradient of progression to a second child is neutral for women born in 1940-44 and 1956-61, whereas women born in 1945-55 show a negative educational gradient.
“The educational gradient of progression to a second child is neutral for women born in 1940-44 and 1956-61, whereas women born in 1945-55 show a negative educational gradient.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Romania, there is a strong negative educational gradient in CPPR2, which has not changed significantly over subsequent birth cohorts (∆-2LL = 7.92, ∆df = 6, p = .244).
“Results for Romania indicate a strong negative educational gradient in CPPR2, which has not changed significantly over subsequent birth cohorts (∆-2LL = 7.92, ∆df = 6, p = .244).”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationWomen who progressed to motherhood later show lower values of the random disturbance, as do women who never progressed to motherhood.
“An investigation of the random disturbance 18 showed that women who progressed to motherhood later show lower values, as do women who never progressed to motherhood.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Estonia, a rise in CPPR2 of similar magnitude occurred for middle- and highly educated women, though this occurred for the 1956-61 cohort.
“A rise in CPPR2 of a similar magnitude occurred also for middle-and highly educated women, though this occurred for the 1956-61 cohort.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationIn Belgium, the negative educational gradient for entry into parenthood is weak, particularly in the most recent cohort, as the CPPR1 declined among low-educated women.
“From an international perspective, the negative educational gradient for entry into parenthood in Belgium is weak, particularly in the most recent cohort, as the CPPR1 declined among low-educated women (Neels and De Wachter 2010).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Neels and De Wachter 2010
Not checked in the free run.
May combine two claims.
Findingown dataIn Australia, all educational groups have witnessed a limited decline in CPPR2 over subsequent birth cohorts, but the onset of the decline differs between educational groups.
“Although all educational groups have witnessed a limited decline in CPPR2 over subsequent birth cohorts, the onset of the decline differs between the educational groups.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Romania, the proportion of women having a first child has increased over subsequent cohorts, but this has not resulted in a significant change in the educational gradient (∆-2LL = 19.68, ∆df = 18, p = .351).
“Although the rise was most pronounced for middle-educated women and least pronounced for low-educated women, this has not resulted in a significant change in the educational gradient across birth cohorts (∆-2LL = 19.68,∆df = 18, p = .351).”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningIn Spain, a similar drop in CPPR2 for middle educated women occurred in the 1950-1955 birth cohort, entailing a U-shaped educational pattern in CPPR2.
“A similar drop in CPPR2 for middle educated women occurred in the 1950-1955 birth cohort, entailing a U-shaped educational pattern in CPPR2.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Australia, most cohorts show lower than average progression to motherhood among middle- and highly educated women, whereas progression for low-educated women lies around the average CPPR1.
“In Australia most cohorts show lower than average progression to motherhood among middle-and highly educated women, whereas progression for low-educated women lies around the average CPPR1 found across countries.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the UK, no significant relation between educational level and second birth hazards is found for any cohort, and no significant changes are found across cohorts (∆-2LL = 3.49, ∆df = 6, p = .746).
“No significant relation between educational level and second birth hazards is found for any cohort considered and no significant changes are found across cohorts (∆-2LL = 3.49, ∆df = 6, p = .746).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe joint modelling of first, second and third birth hazards entails lower CPPR3 and also lower CPPR2 for some groups.
“The comparison of estimated and shared-frailty estimated CPPRs shows that the joint modelling of first, second and third birth hazards entails lower CPPR3 and also lower CPPR2 for some groups.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningIn Estonia, differences in the onset of changes in CPPR2 have resulted in a negative gradient in the 1945-55 cohorts and a neutral gradient in the oldest and youngest cohorts.
“These differences in the onset of changes in CPPR2 have resulted in a negative gradient in the 1945-55 cohorts and a neutral gradient in the oldest and youngest cohorts.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Norway, there was no significant educational gradient among women born 1940-1944, but women in the 1945-1949 cohort show a significant negative educational gradient.
“Although there was no significant educational gradient among women born 1940-1944, women in the 1945-1949 cohort show a significant negative educational gradient.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Belgium, the positive effect of education on second births has become stronger in younger cohorts, with the odds of a second birth increasing by more than 63 per cent for highly educated women born between 1950-1961.
“This positive effect of education has become stronger in younger cohorts, with the odds of a second birth increasing by more than 63 per cent for highly educated women born between 1950-1961.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Russia, the educational gradient in progression to second births is negative and has been stable across cohorts (∆-2LL = 6.95, ∆df = 6, p = .325).
“The educational gradient in progression to second births is negative, however, and has been stable across cohorts (∆-2LL = 6.95, ∆df = 6, p = .325).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Belgium, the change resulted in a U-shaped gradient among women born after 1945, similar to the educational gradient observed in Norway and Australia.
“resulting in a U-shaped gradient among women born after 1945 similar to the educational gradient observed in Norway and Australia.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe educational gradient in progression to second births is stable across cohorts in most countries, with only Belgium, Norway, and Spain showing significant changes over cohorts.
“whereas the educational gradient is stable across cohorts in most countries (only Belgium, Norway, and Spain show significant changes over cohorts).”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningThe comparison between CEE countries (displaying high and universal first births, but low second and third births, particularly for highly educated women) and Southern European countries (in which the highly educated display lower first births, but higher second and third births) illustrates the finding that birth order matters.
“The comparison between CEE countries (displaying high and universal first births, but low second and third births, particularly for highly educated women) and Southern European countries (in which the highly educated display lower first births, but higher second and third births) illustrates this finding.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataCEE countries display negative educational effects on second births (particularly in Bulgaria, Romania, and Russia) and low progression to second births for middle- and highly educated women.
“CEE countries by contrast display negative educational effects on second births (particularly in Bulgaria, Romania, and Russia) and low progression to second births for middle-and highly educated women.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe educational pattern in third births is stable across cohorts in most countries, with only Belgium, Georgia, Italy, Spain, and the Netherlands showing significant differences between cohorts.
“The educational pattern is stable across cohorts in most countries (only Belgium, Georgia, Italy, Spain, and the Netherlands show significant differences between cohorts).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataMost CEE countries are characterised by a negative educational gradient in progression to third births, in contrast to the neutral and U-shaped educational gradients found in other countries.
“In contrast to the neutral and U-shaped educational gradients found in other countries, most CEE countries are characterised by a negative educational gradient in progression to third births”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataCompared to other CEE countries, the negative educational gradient is relatively weak in Estonia, with CPPR3 being significantly lower among highly educated women.
“Compared to other CEE countries, the negative educational gradient is relatively weak in Estonia, with CPPR3 being significantly lower among highly educated women.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Italy, progression to third births has declined among low- and middle-educated women, whereas highly educated women have witnessed more variation.
“In Italy progression to third births has declined among low-and middle-educated women, whereas highly educated women have witnessed more variation.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataBulgaria is characterized by low CPPR3 for middle- and highly educated women in all cohorts, resulting in an articulated negative educational gradient.
“Bulgaria is characterized by low CPPR3 for middle-and highly educated women in all cohorts, resulting in an articulated negative educational gradient”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Russia, there is a negative educational gradient in CPPR3, in line with other CEE countries.
“Finally, in line with other CEE countries, Russia is equally characterized by a negative educational gradient in CPPR3”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningCEE countries generally show negative educational gradients and particularly low progression to third births among highly educated women.
“CEE countries generally show negative educational gradients and particularly low progression to third births among highly educated women.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe educational gradient in third births in Romania is strongly negative, with CPPR3 for middle- and highly educated women well below the average CPPR3 found across countries.
“The educational gradient in third births in Romania is strongly negative with the CPPR3 for middle-and highly educated women being well below the average CPPR3 found across countries.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataVariation of the first-birth educational gradient is limited across cohorts within most countries, with only Belgium, Bulgaria, Estonia, Italy and the UK showing significant changes across cohorts.
“whereas variation of the gradient is limited across cohorts within most countries (only Belgium, Bulgaria, Estonia, Italy and the UK show significant changes across cohorts).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenStudies on the educational gradient of second and higher-order births have come up with mixed results.
“Studies on the educational gradient of second and higher-order births have come up with mixed results.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationThe relation between education and ultimate childlessness has been increasingly addressed in recent publications, but less work has been done on the educational gradient of cohort parity progression.
“Although largely neglected until the early 2000s (Sobotka 2004) the relation between education and ultimate childlessness has been increasingly addressed in recent publications (Parr 2004;Hoem, Neyer, and Andersson 2006;Van Bavel 2006;Neyer and Hoem 2008;Bagavos 2010), but less work has been done on the educational gradient of cohort parity progression.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Sobotka 2004
Not checked in the free run.
- cites Parr 2004
Not checked in the free run.
- cites Hoem, Neyer, and Andersson 2006
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationFor Belgium, Italy, and Norway, studies have found that the relation between higher education and fertility has become more positive, which has been associated with changes in the institutional context.
“For Belgium (Neels and De Wachter 2010), Italy (Caltabiano, Castiglioni, and Rosina 2009), and Norway (Kravdal and Rindfuss 2008) studies have found that the relation between higher education and fertility has become more positive, which has been associated with changes in the institutional context (e.g., child care provision).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Neels and De Wachter 2010
Not checked in the free run.
- cites Caltabiano, Castiglioni, and Rosina 2009
Not checked in the free run.
- cites Kravdal and Rindfuss 2008
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationResearch has found higher childlessness for highly educated women in Northern Europe, Western Europe, Southern Europe, and Australia.
“Research has found higher childlessness for highly educated women in Northern Europe (Oláh and Bernhardt 2008;Rønsen and Skrede 2010), Western Europe (De Wachter and Neels 2011;Fagnani 2002;Liefbroer and Corijn 1999), Southern Europe (Bagavos 2010), and Australia (Parr 2004).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Oláh and Bernhardt 2008
Not checked in the free run.
- cites De Wachter and Neels 2011
Not checked in the free run.
- cites Parr 2004
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe share of women in tertiary education has been increasing since the 1970s across Europe and in Australia.
“The share of women in tertiary education has been increasing since the 1970s across Europe and in Australia (World Bank 2012).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites World Bank 2012
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe effect of female education on the transition to motherhood was found to be negative in Romania.
“although the effect of female education on the transition to motherhood was also found to be negative in Romania (Muresan and Hoem 2010).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Muresan and Hoem 2010
Not checked in the free run.
Classified as probably not a substantial claim.
Study design and conductnone givenThe analysis uses shared frailty models to control for selective entry into parenthood when estimating the educational gradient of higher-order births.
“With respect to the educational gradient of higher-order births, we use shared frailty models to control for selective entry into parenthood.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationSeveral studies have drawn attention to the potential impact of unobserved characteristics on the association between education and parity progression to higher-order births, but only a few studies have attempted to control for such selectivity.
“Whereas several studies have drawn attention to the potential impact of unobserved characteristics on the association between education and parity progression to higher-order births, only a few studies have attempted to control for such selectivity (Kravdal 2001;Kreyenfeld 2002;Kravdal 2007;Jenkins 2011).”
Quote in the paperSubstantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationVan Bavel (2006) finds a negative educational gradient in motherhood across Europe.
“Van Bavel (2006) finds a negative educational gradient in motherhood across Europe.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Van Bavel 2006
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationLiterature on CEE countries suggests a weaker association between first births and education.
“By contrast, literature on CEE countries suggests a weaker association between first births and education (Kharkova and Andreev 2000;Kreyenfeld 2004)”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Kharkova and Andreev 2000
Not checked in the free run.
- cites Kreyenfeld 2004 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn non-communist countries, increasing education and earning potential of women entailed rising female labour force participation.
“In non-communist countries increasing education and earning potential of women entailed rising female labour force participation (Esping-Andersen 1999;McDonald 2006)”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Esping-Andersen 1999
Not checked in the free run.
- cites McDonald 2006
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn communist countries, female labour force participation was assumed a civic duty and was routinely encouraged by the communist party up to the collapse of the communist regimes.
“whereas in communist countries female labour force participation was assumed a civic duty and was routinely encouraged by the communist party up to the collapse of the communist regimes (Klesment and Puur 2010;Oláh and Fratczak 2004;Spéder and Kamarás 2008;Kocourková 2002;UN 2004).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Klesment and Puur 2010
Not checked in the free run.
- cites Oláh and Fratczak 2004
Not checked in the free run.
- cites Spéder and Kamarás 2008
Not checked in the free run.
May combine two claims.
Study design and conductreasoningGGS data typically underestimate cohort fertility for older cohorts, so cohorts born before 1940 are not considered in the analysis.
“Because GGS data typically underestimate cohort fertility for older cohorts, cohorts born before 1940 are not considered in the analysis.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe availability of contraceptives was higher in the Soviet Union, allowing for more freedom in family planning.
“Furthermore, the availability of contraceptives was higher, allowing for more freedom in family planning (Moskoff 1980).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Moskoff 1980
Not checked in the free run.
Probably not a substantial claim: may not pass S4 (based).
Premisenone givenSelective entry into parenthood may bias progression ratios to second and third births as these increasingly reflect the fertility experience of a select group of women.
“Selective entry into parenthood may bias progression ratios to second and third births as these increasingly reflect the fertility experience of a select group of women.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe socialist states were not freed from inequality and poverty risks.
“However the literature shows that the socialist states were not freed from inequality and poverty risks (Berent 1970;Ferge 2002;Kremer, Sziklai, and Tausz 2002).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Berent 1970
Not checked in the free run.
- cites Ferge 2002
Not checked in the free run.
- cites Kremer, Sziklai, and Tausz 2002
Not checked in the free run.
May combine two claims.
Study design and conductreasoningFor Romania, Bulgaria, Georgia, and Italy all results must be interpreted with caution, since the GGS underestimate cohort TFRs for all birth cohorts.
“For Romania, Bulgaria, Georgia, and Italy all results must be interpreted with caution, since the GGS underestimate cohort TFRs for all birth cohorts.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationMembers of the Communist Party were favoured in the housing market and enjoyed luxury residential areas, separate hospitals, cars, shops, and many more consumer goods.
“Members of the Communist Party were also favoured in the housing market (Bodnár and Böröcz 1998) and enjoyed luxury residential areas, separate hospitals, cars, shops, and many more consumer goods (Ferge 2002).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Bodnár and Böröcz 1998
Not checked in the free run.
- cites Ferge 2002
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningNesting person-years and spells into women acknowledges the hierarchical nature of the data (person-years are not independent), leading to correct estimation of parameter standard errors.
“An additional advantage of nesting person-years and spells into women is that the hierarchical nature of the data is acknowledged (person-years are not independent), leading to correct estimation of parameter standard errors.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationIn CEE countries, wage differences were generally constrained, (near-)full employment was reached, and returns to education were low.
“Since wage differences in CEE countries were generally constrained, (near-)full employment was reached, and returns to education were low (Klesment and Puur 2010;Kertesi and Köllö 2001;Ferge 1997)”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Klesment and Puur 2010
Not checked in the free run.
- cites Kertesi and Köllö 2001
Not checked in the free run.
- cites Ferge 1997
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe Soviet Union did not restrict abortion availability and consequently in 1989 shows the highest abortion rates in the region.
“The Soviet Unionfoot_3 did not restrict abortion availability (McIntyre 1975) and consequently in 1989 shows the highest abortion rates in the region (UNICEF 1999).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites McIntyre 1975
Not checked in the free run.
- cites UNICEF 1999
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe effect of education on fertility outcomes largely depends on the balance between the income effects and opportunity costs, which may vary substantially in terms of societal and institutional context.
“The effect of education on fertility outcomes largely depends on the balance between the income effects and opportunity costs, which may vary substantially in terms of societal and institutional context (Blossfeld and Huinink 1991;Liefbroer and Corijn 1999;Lappegård 2002;Smith and Ratcliffe 2009;Neels and De Wachter 2010;Adsera 2011).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Blossfeld and Huinink 1991
Not checked in the free run.
- cites Liefbroer and Corijn 1999
Not checked in the free run.
- cites Lappegård 2002
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationBecker's New Home Economics claims that children are desired but costly goods and that childbearing decisions are rational actions based on costs and benefits within the household production model.
“Becker's New Home Economics (Becker 1960(Becker , 1991;;Cigno 1991) claims that children are desired but costly goods and that childbearing decisions are rational actions based on costs and benefits within the household production model.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Becker 1960
Not checked in the free run.
- cites Becker 1991 source
Not checked in the free run.
- cites Cigno 1991
Not checked in the free run.
May combine two claims.
Premisenone givenA cohort approach to fertility allows clear conclusions on the quantum of first births, whereas in a period approach, timing effects can be misinterpreted as affecting lifetime fertility.
“A cohort approach to fertility allows us to draw clear conclusions on the quantum of first births, whereas in a period approach, timing effects can be misinterpreted as affecting lifetime fertility.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe Second Demographic Transition has associated the emergence of subreplacement fertility with rising education and ideational change, where accentuation of higher-order needs such as self-realization is associated with a retreat from long-term commitments and lower fertility intentions.
“The Second Demographic Transition (SDT) has associated the emergence of subreplacement fertility with rising education and ideational change, where accentuation of higher-order needs such as self-realization is associated with a retreat from long-term commitments and lower fertility intentions (Van de Kaa 2002;Caltabiano, Castiglioni, and Rosina 2009;Lesthaeghe 2010).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Van de Kaa 2002
Not checked in the free run.
- cites Caltabiano, Castiglioni, and Rosina 2009
Not checked in the free run.
- cites Lesthaeghe 2010
Not checked in the free run.
May combine two claims.
PremisecitationHighly educated women's prolonged enrolment in education is closely related to postponement of parenthood and may limit the time left for progression to higher-order births.
“Highly educated women's prolonged enrolment in education has been shown to be closely related to postponement of parenthood, but may also limit the time left for progression to higher-order births (Neels and De Wachter 2010;Ni Bhrolchain and Beaujouan 2012).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Neels and De Wachter 2010
Not checked in the free run.
- cites Ni Bhrolchain and Beaujouan 2012
Not checked in the free run.
May combine two claims.
PremisecitationPost-materialist attitudes do not seem to be negatively correlated to ideal family sizes, and a considerable number of studies find higher fertility intentions for highly educated women.
“Contrary to these expectations, post-materialist attitudes do not seem to be negatively correlated to ideal family sizes and a considerable number of studies find higher fertility intentions for highly educated women (De Wachter and Neels 2011;Mills et al. 2008;Ruokolainen and Notkola 2002).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites De Wachter and Neels 2011
Not checked in the free run.
- cites Mills et al. 2008
Not checked in the free run.
- cites Ruokolainen and Notkola 2002
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe positive income effect may be attenuated when higher earnings are invested in the quality of children rather than having an additional child.
“The positive income effect may be attenuated, however, when higher earnings are invested in the quality of children rather than having an additional child (Becker and Lewis 1973).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Becker and Lewis 1973
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationRecent findings show unclear educational gradients in fertility intentions across Europe.
“Also, recent findings show unclear educational gradients in fertility intentions across Europe (Beaujouan et al. 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Beaujouan et al. 2013
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationHighly educated women in CEE countries earned considerably higher wages than low-educated women.
“Highly educated women, for instance, earned considerably higher wages than low-educated women (Oláh and Fratczak 2004).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Oláh and Fratczak 2004
Not checked in the free run.
Probably not a substantial claim: may not pass S4 (based).
Study design and conductnone givenThe regression-based CPPR control for differential selection in terms of time-constant unobserved characteristics.
“Finally, the regression-based CPPR control for differential selection in terms of time-constant unobserved characteristics.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAccess to higher education in CEE countries was limited, with admission based on academic qualifications but also Communist Party membership.
“Access to higher education was limited (Spéder and Kamarás 2008), with admission being based on academic qualifications but also Communist Party membership (Kantorová 2004).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Spéder and Kamarás 2008
Not checked in the free run.
- cites Kantorová 2004
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisereasoningThe favourable labour market prospects and earnings associated with higher education may negatively affect fertility, as they increase the cost of engaging in non-market activities such as childrearing.
“On the other hand, the favourable labour market prospects and earnings associated with higher education may negatively affect fertility, as they increase the cost of engaging in non-market activities such as childrearing.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataNo question regarding the date of highest attainment was included in the Australian GGS, and dates of highest educational attainment in the Norwegian GGS prior to 1971 were coded "Norway deviation: 1970 or earlier".
“In addition, no question regarding the date of highest attainment was included in the Australian GGS, and dates of highest educational attainment in the Norwegian GGS prior to 1971 were coded “Norway deviation: 1970 or earlier”.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductreasoningThe results from the hazard models provide additional information on the statistical significance of educational gradients in order-specific birth hazards over subsequent cohorts in each country.
“Second, the results from the hazard models provide additional information on the statistical significance of educational gradients in order-specific birth hazards over subsequent cohorts in each of the countries considered.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisereasoningThe income effect suggests that higher education may increase fertility, as higher earnings put highly educated (wo)men in a better position to cope with the direct costs associated with childbearing.
“On the one hand, the income effect suggests that higher education may increase fertility, as the higher earnings put highly educated (wo)men in a better position to cope with the direct costs associated with childbearing.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningThe difficult progression to parenthood for the highly educated may be related to the lack of social policy in Southern Europe and Australia and the reliance on part-time work in the Netherlands.
“The difficult progression to parenthood for the highly educated may be related to the lack of social policy in Southern Europe and Australia and the reliance on part-time work in the Netherlands,”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningThe few significant within-country changes may be due to small samples, but also suggest that the timeframe studied (cohorts 1940-1961) may be too limited to assess the impact of important changes in context on the educational gradient of fertility.
“This may be due to small samples (see Table A.1 in appendix), but also suggests that the timeframe studied in this article (cohorts 1940-1961) may be too limited to assess the impact of important changes in context on the educational gradient of fertility,”
Quote in the paperSubstantial claim- Rests on an assumption: Many contextual changes (e.g., extensions of parental leave and childcare in Europe and Australia, or the collapse of communism in CEE) occurred during the 1980s or later.
May combine two claims.
InterpretationreasoningWhile communist regimes were successful in promoting universal parenthood, educational groups reacted differently to the pronatalist policies in their second and third birth behaviours.
“and suggest that while communist regimes were successful in promoting universal parenthood, educational groups reacted differently to the pronatalist policies in their second and third birth behaviours.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
PremisecitationThese developments have been found to impact births.
“Since these developments have been found to impact births (e.g., Perelli-Harris 2008; Neels and Wood 2013),”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Perelli-Harris 2008 source
Not checked in the free run.
- cites Neels and Wood 2013
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationTo the extent that educational groups are unequally selected into motherhood, the unequal distribution of unobserved characteristics by educational group may affect educational differentials for second and third birth progression.
“To the extent that educational groups are unequally selected into motherhood, the unequal distribution of unobserved characteristics by educational group may affect educational differentials for second and third birth progression (Kravdal 2001).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kravdal 2001 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationcitationPotential differences between educational groups in this context are differential access to contraceptives or abortion, and a higher capability to resist pronatalist pressures among highly educated women.
“Potential differences between educational groups in this context are differential access to contraceptives or abortion, and a higher capability to resist pronatalist pressures among highly educated women (Muresan and Hoem 2010).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Muresan and Hoem 2010
Not checked in the free run.
Classified as probably not a substantial claim.
InterpretationreasoningFor France, the low progression to parenthood for the highly educated is more surprising, given the supportive policy context.
“whereas for France this result is more surprising, given the supportive policy context.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningThe higher progression to third births in U-shaped countries may be driven by different contextual factors for low-educated people (e.g., income protection) and highly educated groups (e.g., work-family compatibility).
“This higher progression may be driven by different contextual factors for low-educated people (e.g., income protection) and highly educated groups (e.g., work-family compatibility).”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Educational differentials in childlessness and cohort parity progression have been scarcely documented and few cross-country comparisons have been made.
“Although the association between fertility and education is central to several theories of fertility behaviour and is frequently explored in empirical work, educational differentials in childlessness and cohort parity progression have been scarcely documented and few cross-country comparisons have been made.”
The paper relies on this without support.
Few studies have investigated whether the association between education and fertility has changed over time.
“Despite the theoretical and empirical interest in the association between education and fertility, few studies have investigated whether the association has changed over time.”
The authors state this as an assumption.
Contraceptive knowledge is required to avoid timing and/or parity failures.
“Second, assuming that contraceptive knowledge is required to avoid timing and/or parity failures, variation in contraceptive use by level of education may translate into educational differentials in fertility behaviour (Sobotka 2004).”
The authors state this as an assumption.
Highly educated women have higher earnings.
“Allowing variation between institutional contexts, it is also likely that highly educated women will more easily be able to afford private or partially subsidized childcare, assuming higher earnings (Kreyenfeld 2002;Köppen 2006;McDonald 2006).”
The authors state this as an assumption.
Cumulated cohort fertility at age 39 closely approximates cohort-completed fertility.
“Since fertility after the age of 39 is limited (Frejka and Calot 2001), we assume that cumulated cohort fertility at age 39 closely approximates cohort-completed fertility.”
The authors state this as an assumption.
For second and third order births, the effect of exposure since previous birth does not vary across birth cohorts or educational levels.
“For second and third order births the effect of exposure since previous birth is assumed not to vary across birth cohorts or educational levels, which allows us to interpret the parameter estimates for education as educational differentials in final intensities.”
The paper relies on this without support.
The individual-level random effect adequately controls for time-constant unobserved characteristics that affect birth hazards of women across spells or birth intervals.
“a random effect µ j is included at the individual level (shared frailty) to control for time-constant unobserved characteristics that affect birth hazards of women across spells or birth intervals”
The paper relies on this without support.
Knowledge of the relation between education and cohort parity progression ratios in low-fertility countries remains limited.
“Despite the number of studies investigating the relation between education and fertility, knowledge of the relation between education and cohort parity progression ratios in low-fertility countries remains limited.”
The paper relies on this without support.
Many contextual changes (e.g., extensions of parental leave and childcare in Europe and Australia, or the collapse of communism in CEE) occurred during the 1980s or later.
“as many contextual changes (e.g., extensions of parental leave and childcare in Europe and Australia, or the collapse of communism in CEE) occurred during the 1980s or later.”
The paper relies on this without support.
Prior intentions may affect both educational outcomes and family formation.
“Prior intentions may affect both educational outcomes and family formation (e.g., a woman may decide to forego tertiary education because she prefers developing her role as care-giver to family and children).”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In most European countries, highly educated women are still more likely to remain childless than low-educated women.
“In most European countries, highly educated women are still more likely to remain childless than low-educated women (Wood et al. 2014; Miettinen et al. 2015; Tanturri et al. 2015).”
From Education, Gender, and Cohort Fertility in the Nordic Countries (2019) · cites this paper as Wood et al. 2014
The citation lists haven’t been fetched yet
References 118 · Cited by 139
Research works printed but not linked: 19
- Ruokolainen, 2002, Yearbook of Population Research in Finland, 38, 179
- 10.2307/4147333 · DOI
- UN, 2004, World Population Monitoring 2003: Population, education and development
- Van Bavel, 2006, Field of education, postponement intentions and childlessness
- 10.2307/1840425 · DOI
- Berent, 1970, Population Studies, 24, 247
- 10.2307/2781641 · DOI
- Ghysels, 2009, Het Mattheüseffect onder de loep: over het ongelijke gebruik van kinderopvang in Vlaanderen. CSB Berichten.
- Hegedüs, 2009, Housing Needs in Hungary
- Jenkins, 2011, Longitudinal and Life Course Studies, 2, 202
- Koytcheva (2006). Social-demographic differences of fertility and union formation in Bulgaria before and after the start of the societal transition. [Ph.D. thesis]. .
- Avdeyeva, 2009, Social Policy Reforms in Hungary: Towards a Dual-earner Model?
- Lappegård, 2002, Educational attainment and fertility patterns among Norwegian women
- Matysiak, 2010, Journal of Family Research – Zeitschrift für Familienforschung, 22, 331
- Mills, 2008, Demographic Research, 18, 1−26
- 10.2307/1153690 · DOI
- Muszyńska (2007). Structural and cultural determinants of fertility in Europe. [Ph.D. thesis]. .
- Beaujouan, 2013, Education and sex differences in intended family size in Europe, 1990s and 2000s
- Neels, 2012, The educational gradient and the gender differential of parental employment in Norway, France, Belgium, Austria, West-Germany, Estonia, Romania, Bulgaria, Hungary and Georgia
- Authors
- Wood, J., Neels, K., & Kil, T.
- Affiliations
- University of Antwerp (BE)
- Venue
- Demographic Research
- Published
- 2014-12-09
- Volume
- 31
- Pages
- 1365-1416
- ISSN
- 1435-9871 (ISSN-L)
- OpenAlex
- W2128525126
- Semantic Scholar
- 51e319dc8abed7880f1a27d26e2e20fd1ea4797f
- Cited by
- 139
- References
- 118
- Citations by year
- 2026: 12 · 2025: 10 · 2024: 12 · 2023: 11 · 2022: 14 · 2021: 14 · 2020: 14 · 2019: 11 · 2018: 15 · 2017: 15 · 2016: 7 · 2015: 3 · 2013: 1
- FWCI
- 23.13
- Type
- journal article
- Language
- en
- Open access
- diamond
- doi.org
- Licence
- cc-by
- Locations
- Demographic Research (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Social Sciences › Demography › Family Dynamics and Relationships
- Social Sciences › Gender Studies › Demographic Trends and Gender Preferences
- Social Sciences › Sociology and Political Science › Intergenerational and Educational Inequality Studies
- Keywords
- childlessness, fertility behavior, low-fertility countries, educational attainment
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