Social Security and the Evolution of Elderly Poverty
Open accessAbstract
We use data from the March 1968March -2001 Current Population Surveys to document the evolution of elderly poverty over this time period, and to assess the causal role of the Social Security program in reducing poverty rates. We develop an instrumental variable approach that relies on the large increase in benefits for birth cohorts from 1885 through 1916, and the subsequent decline and flattening of real benefits growth due to the Social Securing "notch", to estimate the causal effect of Social Security on elderly poverty. Our findings suggest that over all elderly families the elasticity of poverty to benefits is roughly unitary. This suggests that reductions in Social Security benefits would significantly alter the poverty of the elderly.
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- Findingown data
Relative poverty among elderly households did not decrease during the 1980s and 1990s.
“First, while there has been a major decline in absolute poverty among elderly households, that decline has been much smaller for relative poverty, which did not decrease in the 1980s and 1990s.”
Quote in the paperSubstantial claim - Findingown data
In the early 1990s recession, elderly and non-elderly poverty followed a similar pattern.
“The difference between the elderly and nonelderly emerges in the recession of the elderly 1980s, when nonelderly poverty rose dramatically while elderly poverty rose only slightly, and the recession of the early 1990s, where elderly and nonelderly poverty followed a similar pattern.”
Quote in the paperSubstantial claim - Findingown data
Relative to the non-elderly, inequality among the elderly declined significantly from the late 1960s through the early 1990s.
“Relative to the nonelderly, inequality among the elderly declined significantly from the late 1960s through the early 1990s.”
Quote in the paperSubstantial claim - Findingown data
The estimated effect of Social Security on poverty is much stronger for families than for households, especially for widows, widowers, and divorcees.
“Our regression results show that the effect of Social Security on poverty is much stronger for families than for households, in particular for widows/widowers and divorcees.”
Quote in the paperSubstantial claim - Findingown data
In OLS, a $1000 increase in annual benefits lowers the elderly household poverty rate by 2.8 percentage points.
“Using the fraction of elderly households below federal poverty threshold (the head-count ratio) as the dependent variable (row 1, Panel A), a $1000 increase in annual benefits reduces the poverty rate by 2.8 percentage points (column 1).”
Quote in the paperSubstantial claim
- Findingown data
Absolute poverty among elderly households declined substantially over the study period.
“First, while there has been a major decline in absolute poverty among elderly households, that decline has been much smaller for relative poverty, which did not decrease in the 1980s and 1990s.”
Quote in the paperSubstantial claim - Findingown data
Over time, elderly poverty and per capita Social Security expenditures show a strong negative association.
“There is a striking negative association between these series, with elderly poverty declining rapidly as the Social Security program grows quickly in the 1960s and 1970s, and then declining more slowly as program growth slows in the 1980s and 1990s.”
Quote in the paperSubstantial claim - Findingown data
The share of elderly people in shared living arrangements dropped from 34% in 1967 to 24% by 1982, then remained relatively constant.
“This share dropped precipitously from 34% in 1967 to 24% by 1982, and then was relatively constant thereafter.”
Quote in the paperSubstantial claim - Findingown data
Social Security generosity has only a weak association with income inequality among the elderly.
“There is, however, a weak association with income inequality, suggesting that Social Security is benefiting higher income elders at the same or higher rate that it benefits low income elders over this period.”
Quote in the paperSubstantial claim - Findingown data
Poverty decline patterns are much stronger for married elderly than for other marital-status groups.
“The patterns are much stronger for married elderly than for other groups.”
Quote in the paperSubstantial claim - Findingown data
Income inequality among the elderly increased sharply in the 1990s.
“Income inequality has also exploded among the elderly in the 1990s.”
Quote in the paperSubstantial claim - Findingown data
The legislative-variation instrument is a strong predictor of actual Social Security income across birth cohorts.
“So there is a good first stage relationship here: our legislative variation instrument clearly predicts actual Social Security incomes.”
Quote in the paperSubstantial claim - Findingown data
Actual cohort Social Security incomes closely follow the instrument's pattern, including the notch.
“The graph of actual Social Security incomes by cohort tracks this pattern well, with the benefits notch apparent in the data.”
Quote in the paperSubstantial claim - Findingown data
In the time-series data, there is no evidence of a major effect of using families rather than households for the analysis.
“Nevertheless, in these time series data, there is no evidence of a major effect of using families rather than households for the analysis.”
Quote in the paperNot a substantial claim - Findingown data
Increases in Social Security generosity over time are strongly negatively associated with changes in poverty.
“Increases in Social Security generosity over time are strongly negatively associated with changes in poverty.”
Quote in the paperSubstantial claim - Findingnone given
Changes in the income position of low-income elderly people were fairly similar across age groups, with all age groups following the same basic patterns.
“Second, these changes in the income position of low income elders are fairly similar across age groups, with all age groups following the same basic patterns outlined above.”
Quote in the paperNot a substantial claim - Findingreasoning
From 1980 through 2000, there was little net change in elderly relative poverty.
“During the 1980s and 1990s, the decline stagnated, so that there was on net little change in relative poverty from 1980 through 2000.”
Quote in the paperSubstantial claim - Findingown data
Declines in absolute poverty were much stronger for married elderly people than for unmarried elderly people.
“In particular, the declines in absolute poverty that we see in the data are much stronger for married than for unmarried elders.”
Quote in the paperSubstantial claim - Findingown data
In the 1990s, non-elderly poverty declined much more steeply than elderly poverty.
“In the 1990s, the decline in nonelderly poverty was much steeper than the decline in elderly poverty.”
Quote in the paperSubstantial claim - Findingown data
The changes over time in poverty for all elderly appear to be driven by the married elderly.
“It appears that the changes over time for all elderly are driven by the married elderly.”
Quote in the paperNot a substantial claim - Findingown data
There were stark changes in elderly living arrangements over the study period, with a large shift from living with others to living independently.
“As we document, there were stark changes in the living arrangements of the elderly over the time period we study, with a large shift in living with others to living independently.”
Quote in the paperSubstantial claim - Findingreasoning
Family-level poverty is much more sensitive to increases in program generosity than household-level poverty.
“Poverty measured at the family level is much more sensitive to increases in program generosity than is poverty measured at the household level.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Findingown data
The IV linear estimate implies each $1000 benefit increase would cause a 5.7 percent decline in elderly family poverty.
“The IV linear estimate in column 3 implies that each $1000 increase in Social Security benefit would cause a 5.7 percent decline in elderly poverty.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Findingown data
Restricting identification to the notch years confirms the main finding of a sizeable and significant poverty-reducing effect of Social Security benefits.
“Overall, using these notch years for identification confirms our main finding from Table 2: there is a sizeable and significant effect of Social Security benefits in terms of reducing elderly poverty.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Findingown data
At the family level, poverty fell from 39.4% to 16.9%, a 22.5 percentage point decline, or 57% of the base value.
“At the family level, the poverty rate fell from 39.4 to 16.9%, a decline of 22.5 percentage points (57% of base value).”
Quote in the paperSubstantial claim - Findingown data
Social Security benefits have a sizeable negative effect on shared living arrangements, with a log elasticity of 1.8 with respect to benefit level.
“There is a sizeable negative effect, with the log estimate suggesting an elasticity of shared living arrangements of 1.8 with respect to the benefit level.”
Quote in the paperNot a substantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Findingown data
The IV log specification with controls gives an elasticity of elderly household poverty to Social Security benefits of -0.72.
“The IV estimates from the log specification with controls in column 5 imply an elasticity of the poverty rate to Social Security benefits of -0.72”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Findingown data
At the family level, results are also significant in levels, though much smaller, for widows and the never married.
“The results are also significant in levels, although much smaller, for widows and the never married at the family level.”
Quote in the paperNot a substantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Findingreasoning
Across all specifications, Social Security's impact on poverty is stronger for elderly families than for elderly households.
“One finding that is consistent across all specifications in our analysis is that the impact of Social Security on poverty is stronger for elderly families than households.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Findingown data
In the restricted sample, level-specification household and family results also converge, but at a much lower level.
“For the level specification, the convergence between household and family results also occurs, but to a much lower level.”
Quote in the paperNot a substantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Findingown data
The effect is consistently stronger for elderly families than for elderly households across the empirical analysis.
“Once again, there is a much stronger effect for elderly families than households, a consistent finding throughout the empirical analysis, and one to which we return below.”
Quote in the paperNot a substantial claim - Findingown data
For elderly families, the estimated elasticity of poverty to Social Security benefits is -1.38.
“In column 5, the estimated elasticity of the poverty rate to Social Security benefits is -1.38”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Findingown data
For every marital status group, Social Security benefits have a strong effect on living in shared arrangements.
“Indeed, the final row of the table shows that for all marital status groups, there is a strong effect of Social Security benefits on living in shared arrangements.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Study design and conductnone given
The variation in the instrument comes solely from legislative changes in Social Security benefits.
“The variation in this instrument derives solely from legislative changes in benefits.”
Quote in the paperSubstantial claim - Interpretationreasoning
The fact that relative poverty did not fall while absolute poverty did is consistent with the pattern of benefits during the 1980s and 1990s.
“The fact that relative poverty did not fall, while absolute poverty did, is consistent with the pattern of benefits during the 1980s and 1990s shown in Figure 2.”
Quote in the paperSubstantial claim - Interpretationreasoning
The endogenous response of living arrangements to benefits biases downward any estimated poverty improvement among elderly households.
“Therefore, the endogenous response of living arrangements to benefits will bias downward any estimated poverty improvement among elderly households.”
Quote in the paperSubstantial claim - Interpretationreasoning
Patterns in poverty over time could reflect changes in group composition.
“Thus, patterns in poverty over time could reflect group composition changes.”
Quote in the paperSubstantial claim - Interpretationreasoning
The apparent inverse correlation between absolute elderly poverty and Social Security may be due to rising aggregate productivity rather than a causal effect of Social Security.
“Thus, what might appear as an inverse correlation between elderly poverty based on absolute measures and Social Security, as in our figures, may simply be due to rising aggregate productivity.”
Quote in the paperSubstantial claim - Interpretationreasoning
The relative poverty measure yields poverty rates that are more likely to be pro-cyclical.
“This relative measure will yield poverty rates that are more likely to be pro-cyclical, as median income rises and falls over the business cycle.”
Quote in the paperNot a substantial claim - Interpretationreasoning
This living-arrangement response offsets to some extent the measured poverty reduction among the elderly from higher benefits.
“This offsets to some extent the measured poverty reduction among the elderly from higher benefits.”
Quote in the paperSubstantial claim - Interpretationreasoning
The relative cyclicality of poverty highlights Social Security's protective role for the elderly.
“These findings on the relative cyclicality of poverty highlight the protective role of Social Security for the elderly.”
Quote in the paperSubstantial claim - Study design and conductreasoning
Using Z as an instrument makes the model identified only by legislative variation in benefit generosity across birth cohorts, not by earnings-history differences.
“When we then instrument with the variable described above, which we denote as Z , our model is identified solely by legislative variation in benefits generosity across birth cohorts, and not any differences in their earnings history.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Premisecitation
Averaging across marital-status groups, the elasticity of living arrangements to benefits is -0.4.
“Overall, averaging across all of these groups, there is a sizeable elasticity of -0.4.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Engelhardt, Gruber and Perry (2002)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisenone given
After 1921, real Social Security benefits were roughly constant.
“After 1921, benefits were roughly constant in real terms.”
Quote in the paperSubstantial claim - Premisecitation
Engelhardt, Gruber and Perry (2002) found that each 1% rise in benefits leads to a 1.3% reduction in the share of widows living with others.
“Engelhardt, Gruber, and Perry (2002) found that widows were quite sensitive to benefits in their living arrangements, with each 1% rise in benefits found to lead to a 1.3% reduction in the share of widows living with others.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Engelhardt, Gruber, and Perry (2002)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
The visual evidence is highly consistent with a benefits effect on shared living arrangements.
“This evidence is very consistent with a benefits effect on shared living arrangements.”
Quote in the paperNot a substantial claim - Study design and conductreasoning
Including cell demographic controls removes other cohort trends that might correlate with both legislative benefit changes and poverty.
“By controlling for these cell characteristics, we control for any other trends in cohort characteristics that might be correlated with both the legislative changes in benefits determination and with poverty.”
Quote in the paperSubstantial claim - Premisecitation
Smolensky, Danziger and Gottschalk (1988) found steep declines in elderly poverty going back to 1939.
“Smolensky, Danziger and Gottschalk (1988) found similar steep declines in elderly poverty back to 1939.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Smolensky, Danziger and Gottschalk (1988)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
Over this period, Social Security benefits higher-income elderly people at the same or higher rate than low-income elderly people.
“There is, however, a weak association with income inequality, suggesting that Social Security is benefiting higher income elders at the same or higher rate that it benefits low income elders over this period.”
Quote in the paperSubstantial claim - Study design and conductown data
Results are similar when using an instrument with a fixed distribution of retirement ages from the 1916 cohort.
“So we assume all workers retire at age 65; our results are very similar using an instrument that uses a fixed distribution of retirement ages from the 1916 cohort.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: All workers retire at age 65.
- Premisecitation
Engelhardt, Gruber and Perry (2002) found that unmarried elders are more likely to live on their own as Social Security benefits rise.
“A number of studies, most recent Engelhardt, Gruber and Perry (2002) find that unmarried elders are more likely to live on their own as their Social Security benefits rise.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Engelhardt, Gruber and Perry (2002)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
If Social Security reforms reduce benefits, the past forty years of gains in elderly poverty reduction may be reversed.
“One concern with potential reforms to the Social Security system is that, to the extent they effectively involve benefit reduction, the gains in elderly poverty reduction over the last forty years may be reversed.”
Quote in the paperSubstantial claim - Study design and conductreasoning
Once age and calendar year are controlled, the remaining variation in Social Security income comes only from birth year.
“Thus, after controlling for age and calendar year, the variation in SSIncome is based only upon year of birth.”
Quote in the paperSubstantial claim - Premisecitation
Engelhardt, Gruber and Perry (2002) found that higher Social Security benefits cause more independent living among widowed and divorced elders.
“This is consistent with the findings of Engelhardt, Gruber and Perry (2002) that higher Social Security benefits cause more independent living among widowed and divorced elders.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Engelhardt, Gruber and Perry (2002)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
Reductions in Social Security benefits would substantially change the poverty rate of the elderly.
“This suggests that reductions in Social Security benefits would significantly alter the poverty of the elderly.”
Quote in the paperSubstantial claim - Interpretationreasoning
Time-series variation in Social Security benefits may be correlated with omitted variables that also affect poverty rates.
“Third, to the extent that most of the variation in Social Security benefits that identifies ∆ is time-series in nature, there may omitted variables that are correlated with changes in poverty rates and Social Security.”
Quote in the paperSubstantial claim - Interpretationown data
Social Security played a major causal role in driving the time-series patterns of elderly poverty.
“Fourth, we document a major causal role of Social Security in driving these time series patterns.”
Quote in the paperSubstantial claim - Interpretationreasoning
Because federal poverty thresholds are inflation-adjusted but not average-earnings adjusted, poverty rates for successive birth cohorts should mechanically fall as productivity, human capital, and real lifetime earnings rise.
“However, because the federal poverty thresholds are inflation-adjusted, but not average earnings adjusted, in a mechanical sense, poverty rates for successive birth cohorts should be predicted to fall as productivity, human capital accumulation, and real lifetime earnings have risen.”
Quote in the paperSubstantial claim - Interpretationreasoning
The new elderly households are comparatively poor because they contain only elderly people.
“In addition, the”
Quote in the paperSubstantial claim - Interpretationown data
Social Security benefits appear to play a strong causal role in reducing poverty in both level and log specifications.
“Increases in Social Security benefits appear to play a strong causal role in reducing poverty for both the levels and log specifications.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationreasoning
The IV log estimate implies that a 91% benefit rise should have produced a 66% decline in poverty rates.
“The IV log estimate in column 5 implies that the 91% rise in benefits should have led to a 66% decline in poverty rates.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationreasoning
This sensitivity is consistent with part of the response to rising benefits being increased independent living among lower-income elders.
“This is consistent with the notion that part of the response to rising Social Security benefits is to encourage increased independent living among lower-income elders.”
Quote in the paperNot a substantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationreasoning
The IV linear estimate implies that a $5760 benefit increase would produce a 17.8% decline in poverty rates.
“Hence, the IV linear estimate in column 3 implies that the increase in Social Security benefits of $5760 would lead to a 17.8% decline in poverty rates.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationreasoning
Social Security's effect on living arrangements can explain the stronger response of family-level poverty measures.
“As noted earlier, the fact that Social Security impacts living arrangements can explain the much stronger response of family-level poverty measures.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationown data
These findings differ from Engelhardt, Gruber, and Perry (2002), who found strong living-arrangement effects for widows and divorcees but not married couples.
“The findings here are different than those of Engelhardt, Gruber, and Perry (2002), who found a strong effect on living arrangements for widows and divorcees, but not for married couples.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Engelhardt, Gruber, and Perry (2002)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
The growth in Social Security can explain all of the decline in elderly poverty over the 1885-1930 period.
“Our analysis suggests that the growth in Social Security can indeed explain all of the decline in poverty among the elderly over this period.”
Quote in the paperSubstantial claim- Rests on an assumption: Before this study, there had been little direct assessment of the causal role of Social Security in determining elderly poverty.
- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationreasoning
That elasticity implies a 10 percent benefit cut would raise elderly family poverty by 13.8 percent.
“which suggests that a cut in benefits of 10 percent would increase the proportion of elderly families in poverty by 13.8 percent.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationreasoning
The endogenous living-arrangement response to benefits biases downward estimated poverty improvement among elderly households.
“Therefore, the endogenous response of living arrangements to benefits will bias downward any estimated poverty improvement among elderly households.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationreasoning
If higher benefits make widowed and divorced elders more likely to live independently, they create many elderly-only households that are comparatively poor.
“If higher Social Security benefits make the widowed and divorced more likely to live independently, they will cause the creation of many elderly households that are comparatively poor because they only have elderly in them.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationown data
This shared-living effect is much larger than the full-sample effect in Engelhardt, Gruber and Perry (2003).
“This is an enormous effect, much larger than is found in Engelhardt, Gruber and Perry (2003) for their full sample.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Engelhardt, Gruber and Perry (2003)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
Applied to the $5760 (91%) benefit rise, both estimates suggest family poverty fell less than it should have.
“Applied to the $5760 (91%) rise in benefits over this period, both of these estimates suggest that, at the family level, poverty actually fell less than it should have given the rise in benefits.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationown data
Overall, Table 2 indicates Social Security has played a very significant role in reducing elderly poverty in absolute and relative rates and gaps.
“Overall, the results in Table 2 indicate that Social Security has played a very significant role in reducing elderly poverty, measured as (absolute and relative) rates and gaps.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationreasoning
Under that elasticity, a 10 percent benefit cut would raise the elderly household poverty rate by 7.2 percent.
“so that if benefits were cut by 10 percent, the poverty rate would be expected to rise by 7.2 percent (not percentage points).”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Study design and conductown data
Using more aggregated income measures consistently measured across surveys did not change the statistical results.
“In addition, we constructed poverty measures using a set of more aggregated income measures consistently measured across surveys, and the results of our statistical analysis below did not change.”
Quote in the paperNot a substantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Interpretationown data
Social Security may be a fairly blunt instrument at the family level, where inequality declines are insignificant.
“However, it may be a fairly blunt instrument at the family level, where there are only insignificant declines in inequality.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
- Classified as probably not a substantial claim. 9
- May combine two claims. 38
- The quote only partly states this claim. 1
Probably not a substantial claim: may not pass S1 (asserted), S4 (based).
Findingnone givenAcross all elderly families, the estimated elasticity of poverty with respect to Social Security benefits is approximately one.
“Our findings suggest that over all elderly families the elasticity of poverty to benefits is roughly unitary.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingnone givenAt the household level in 2000, the poverty rate was 5% for married elders, almost 22% for never-married elders, and 16-17% for divorced and widowed elders.
“At the household level, the poverty rate of married elders in 2000 was only 5%; for never married elders, it was almost 22%.For divorced and widowed elders, it was 16-17%.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataShared living arrangements fell steeply early in the sample when benefits rose fastest, then reversed and rose when benefits fell and flattened.
“Once again, there is a steep decline in the early years of the sample, when benefits are rising most rapidly, then a turnaround and rise in shared living arrangements when Social Security benefits fall and flatten.”
Quote in the paperSubstantial claimMay combine two claims.
Findingnone givenFrom 1967 to 2000, the number of married or widowed elders rose by 50%, the number of divorced elders rose by almost 500%, and the number of never-married elders rose by over 300%.
“While the number of married or widowed elders rises by 50% from 1967 to 2000, the number of divorced elders rises by almost 500%, and the number of never married elders rises by over 300%.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataNever-married elderly had no poverty decline; they started with the second-highest poverty rate in 1967 and had the highest rate by 2000.
“Particularly striking is the lack of poverty decline for never married elderly, who start out with the second highest poverty rate in 1967 and have the highest rate of these groups by 2000.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the early 1980s recession, non-elderly poverty rose dramatically while elderly poverty rose only slightly.
“The difference between the elderly and nonelderly emerges in the recession of the elderly 1980s, when nonelderly poverty rose dramatically while elderly poverty rose only slightly, and the recession of the early 1990s, where elderly and nonelderly poverty followed a similar pattern.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe instrument's benefit levels rise through 1910, increase sharply from 1910 to 1916, drop steeply in 1917-1921, and then rise more gradually.
“Benefits are rising steadily until 1910, and then ramp up quickly from 1910 through 1916, before falling precipitously in the 1917-1921 period, and then rising more slowly thereafter.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the visual inspection, poverty at ages 65 and older fell rapidly for early cohorts when benefits were rising, and the decline slowed substantially after the 1916 notch but continued.
“There is a rapid decline in poverty for early cohorts, where benefits are rising, and this rate of decline slows substantially after the notch in 1916, although the decline does continue.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataDuring the late 1960s and early 1970s, both elderly and non-elderly poverty declined.
“During the period of most rapid Social Security growth, during the late 1960s and early 1970s, both elderly and nonelderly poverty are declining.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataPoverty patterns by age group are remarkably similar; every age group shows a steep decline in poverty in the late 1960s and early 1970s and a much slower decline in the 1980s and 1990s, with no evidence of a relatively large effect on one particular age group.
“In fact, the patterns are remarkably similar across these age groups.In every case we see the steep decline in poverty in the late 1960s and early 1970s, and the much slower decline in the 1980s and 1990s.So there is no evidence here of a relatively large effect on one particular age group.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataInequality among the elderly increased sharply in the late 1990s, rising faster than inequality among the non-elderly.
“But inequality exploded in the late 1990s among the elderly, rising at an even faster rate than inequality among the non-elderly.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the late 1960s and early 1970s, elderly relative poverty fell while non-elderly relative poverty rose.
“During the late 1960s and early 1970s, the relative poverty rate of the elderly was falling, just as was the case with absolute poverty, although in this case the declines came against a backdrop of rising nonelderly relative poverty.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataReal Social Security expenditures per capita and the ratio of those expenditures to mean non-elderly income per capita moved together until the mid-1980s, after which relative Social Security generosity declined even as real benefits continued to rise slowly.
“The series move in tandem until the mid-1980s, but after that point there is a decline in relative Social Security generosity even as benefits continued to slowly rise in real terms.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn 2000, households containing 65-69 year olds had a poverty rate of 7.5%, while households containing elders aged 80 and above had a poverty rate of 13%, almost twice as high.
“In 2000, households in which 65-69 year olds resided had a poverty rate of 7.5 percent; households in which elders ages 80 and above resided had a poverty rate that was almost twice as high, at 13%.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAt the family level, effects are much larger for widows, though smaller in elasticity form than for married households.
“At the family level, the effects are much larger for widows, although they remain smaller in elasticity form than for married households.”
Quote in the paperNot a substantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
May combine two claims.
Findingown dataOther marital groups have much smaller responses, significant at the household level only for widows.
“The responses for other groups are much smaller, and are only significant at the household level for widows.”
Quote in the paperNot a substantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
May combine two claims.
Findingown dataInequality results weaken when the sample is restricted, confirming an insignificant effect of these policy changes on inequality.
“The inequality results also weaken when the sample is restricted, confirming the insignificant effect on inequality of these policy changes.”
Quote in the paperNot a substantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
May combine two claims.
Findingown dataIn the restricted sample, the shared-living elasticity falls to -0.34 and is marginally significant.
“There is also a dramatic reduction in the elasticity of shared living arrangements, which falls to -0.34 and is marginally significant.”
Quote in the paperNot a substantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
May combine two claims.
Findingown dataSocial Security significantly reduces inequality among elderly households, but for elderly families this result is very sensitive to including controls.
“For elderly households, there is a significant reduction in inequality, but for elderly families, this finding is very sensitive to the inclusion of controls in the model.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
May combine two claims.
Findingown dataMarried couples have the most elastic poverty response to Social Security, with very large estimated elasticities across outcome measures.
“Surprisingly, married couples appear to have the most elastic poverty response to Social Security, with very large estimated elasticities in Table 4 across the various outcome measures.”
Quote in the paperNot a substantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
May combine two claims.
Findingown dataIV estimates imply elderly household poverty rate decreases of 3.5 percentage points without controls and 3.1 percentage points with controls.
“The IV estimates in columns 2 and 3 imply decreases in the poverty rate of 3.5 and 3.1 percentage points without and with controls, respectively.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
May combine two claims.
Findingown dataIn the restricted sample, log results resemble Table 2; household poverty effects rise and family effects fall, converging to an elasticity of -0.8 to -1, large enough to more than explain the time-series poverty trends.
“The log results are very similar to Table 2.The effect on poverty for households rises and for families falls, with both converging in an elasticity of -0.8 to -1, which is still large enough to more than explain the time series trends in poverty rates.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
May combine two claims.
Findingown dataFrom 1967 to 2000, the sample poverty rate fell from 28.3% to 11.6%, a 16.7 percentage point drop, while simulated benefit Z rose by $5760, or 91%.
“Over the 1967-2000 period, the poverty rate for this sample fell from 28.3 percent to 11.6 percent, or by 16.7 percentage points, while the simulated Social Security benefit, Z , rose by $5760, or 91%.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningThe timing of the decline in shared living is consistent with rapid benefit growth in the late 1960s and 1970s and flattening benefits in the 1980s and 1990s, supporting the view that Social Security benefits are a major determinant of living arrangements.
“This is very consistent with the rapid run-up in benefits in the late 1960s and 1970s, and the flattening of benefits in the 1980s and 1990s, supporting the notion that Social Security benefits are a major determinant of living arrangements.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningIf higher Social Security benefits make widowed and divorced elders more likely to live independently, this creates more elderly households but leaves the number of elderly families unchanged.
“In particular, if higher Social Security benefits make the widowed and divorced more likely to live independently, then this will create more elderly households but keep the number of elderly families the same (because in our definition of family, elderly living alone or in shared arrangements are their own family).”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductcitationThe study follows Krueger and Pischke's methodology to define an instrumental variable for observed Social Security benefits.
“We follow their methodology to define an instrumental variable for observed Social Security benefits.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Krueger and Pischke (1992)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationreasoningThe absolute poverty measure holds living standards constant and does not allow for productivity growth; with positive real productivity growth, federal-threshold poverty will tend to fall over time because the threshold adjusts only for inflation.
“First, it holds standards of living constant, and does not allow for productivity growth.Specifically, in a mechanical sense, if there is any real productivity growth over time, so that real wage growth is positive, then poverty based on the federal threshold likely will fall over time, because this measure only adjusts for inflation, not real earnings growth.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataAlternative poverty measures based on 133, 150, and 200 percent of relative poverty lines and on gross and net income produced results that did not differ from the main results.
“The results did not differ from those presented below.”
Quote in the paperNot a substantial claimThe quote only partly states this claim.
InterpretationreasoningThe simple difference between poverty measured with market income and with income net of taxes and transfers misses crowd-out of real behavior.
“First, it misses is any”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationKrueger and Pischke (1992) first identified the birth-cohort variation in benefits as a useful way to identify behavioral effects of Social Security, in their case for retirement decisions.
“It is this variation that was first identified by Krueger and Pischke (1992) as a fruitful means of identifying the behavioral effects of Social Security, in their case in the context of retirement decisions.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Krueger and Pischke (1992)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationElderly divorcees were more income elastic in living arrangements than widows, never-married elders were less elastic, and married elders were not elastic at all.
“In addition, elderly divorcees were even more income elastic in their living arrangements.But those who are never married are less elastic, and those are married are not at all elastic.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Engelhardt, Gruber and Perry (2002) source
Checked before — its earlier verdict is held back until a new check runs.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenSurvey-based income measures may be subject to reporting error.
“Second, survey-based measures of income might be subject to reporting error.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningWhen widowed or divorced elders move out on their own, they remain in the same family but become relatively poor households, raising the household poverty rate.
“When those elders move out on their own, they are in the same family, but they become relatively poor households, raising the poverty rate among households.”
Quote in the paperSubstantial claimMay combine two claims.
Premisenone givenUnder the 1977 law, people born before January 1, 1917 were grandfathered under old benefit rules, while those born in 1917-1921 received benefit reductions up to 20 percent lower than observationally equivalent people born in 1916.
“The 1977 law grandfathered all individuals born before January 1, 1917, under the old benefit rules, but those born in 1917-1921 received benefit reductions that were as much as 20 percent lower than observationally equivalent individuals in the 1916 birth cohort.”
Quote in the paperSubstantial claimMay combine two claims.
PremisereasoningEarly cohorts born between 1906 and 1926 experienced large exogenous increases in Social Security benefits, partly because of double indexation in the early 1970s.
“The early cohorts in this range saw enormous exogenous increases in Social Security benefits, partly due to double indexation of the system in the early 1970s.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductreasoningHolding lifetime earnings constant by construction ensures that all variation in the instrument comes from variation in the benefit formula due to the law change.
“By holding lifetime earnings constant by construction, this insures that all of the variation in the instrument comes from variation in the benefit formula due to the law change.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductnone givenThe instrument is constructed so that Social Security benefits are identical for each year of birth except for changes in benefits law.
“The instrument is based on the notion that Social Security benefits should be constructed to be identical for each year of birth except for changes in the benefits law.”
Quote in the paperSubstantial claimMay combine two claims.
Premisenone givenThe 1977 Social Security Amendments ended double indexation and produced the benefits notch.
“This double indexing was ended in the 1977 Amendments to the Social Security Act that generated the so-called”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningThe relative poverty measure does not hold living standards constant; holding real elderly income per equivalent constant, elderly poverty rises as median non-elderly income rises.
“It does not hold living standards constant.Holding real elderly income per equivalent constant, elderly poverty will rise as median non-elderly income rises.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductnone givenAge dummies absorb differences across age groups in the outcome, and year dummies absorb general time trends in the outcome.
“The age dummies control for differences across age groups in the outcome measure; the year dummies control for any general time trends in the outcome measure.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationcitationChanges in Social Security benefits can change the living arrangements of the elderly, so household- and family-level poverty measures can differ.
“These analyses can potentially yield very different measures of poverty because changes in Social Security benefits can change the living arrangements of the elderly.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningEven without a causal effect of Social Security, elderly poverty would appear to have fallen as benefits rose, biasing estimates toward finding that Social Security lowered elderly poverty.
“That is, even in the absence of Social Security having had a causal impact, elderly poverty would appear to have fallen as benefits rose.This would bias estimates toward finding that Social Security lowered elderly poverty.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductreasoningThe study constructs an instrumental variable for Social Security benefits that is independent of omitted time-varying factors and based on an exogenous measure of lifetime labor income.
“To circumvent these problems we place (3) in a regression framework and construct an instrumental variable for Social Security benefits independent of omitted time-varying factors and based on an exogenous measure of lifetime labor income.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationThis -0.34 estimate is much closer to the full-sample -0.4 estimate in Engelhardt, Gruber and Perry (2002), which used more restricted birth cohorts.
“This is much closer to the full sample -0.4 estimate in Engelhardt, Gruber and Perry (2002), which was estimated on a more restricted set of birth cohorts.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Engelhardt, Gruber and Perry (2002) source
Checked before — its earlier verdict is held back until a new check runs.
May combine two claims.
InterpretationreasoningThese two implied declines are almost exactly the observed poverty decline, suggesting Social Security can account for all of it.
“Both of these estimates are almost exactly the same as the poverty decline experienced by these elderly, suggesting that Social Security can explain all of the decline.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
May combine two claims.
Interpretationown dataThe difference is due to birth cohorts used; restricting to 1900-1930 makes shared-living effects much stronger for widows and divorcees relative to married couples.
“These differences are due to differences in birth cohorts used; when the sample is restricted to the narrower set of birth cohorts from 1900-1930, the effects on shared living arrangements are much stronger for the widows and divorcees relative to married couples.”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
May combine two claims.
InterpretationreasoningThe log estimate implies family poverty should have fallen by 126%, twice the actual fall, while the level estimate implies a 33% fall, 50% larger than actual.
“The log estimate suggests that family level poverty should have fallen by 126% (twice the actual fall), and the level estimate suggests that family level poverty should have fallen by 33% (50% larger than the actual fall).”
Quote in the paperSubstantial claim- Rests on an assumption: The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
The authors state this as an assumption.
For divorced or widowed female beneficiaries, Social Security benefits are based on the former or deceased spouse's earnings, and the spouse is assumed to be three years older for calculating the instrument.
“We assume that her Social Security benefits are based on the earnings of her former or deceased spouse, assumed to be three years older than her, so that the”
The authors state this as an assumption.
Earnings grow linearly between five-year intervals in the constructed earnings history.
“We then assume a linear trend in earnings in between these five-year intervals.”
The authors state this as an assumption.
Earnings grow with inflation after age 60 in the constructed earnings history.
“This method is used through age 60, and earnings are assumed to grow with inflation for ages beyond 60.”
The authors state this as an assumption.
Never-married females' earnings profiles more closely resemble male workers' than median female workers'.
“We use the same earnings profile even when assigning benefits to never married females, because we assume that their earnings profile would more closely resemble that of a male worker than that of the median female worker.”
The authors state this as an assumption.
The prototypical earnings history ends at age 65, so no cohort variation in average retirement ages is incorporated.
“We also assume that this prototypical earnings history ends at age 65, so that we do not incorporate any variation across cohorts in average retirement ages.”
The authors state this as an assumption.
All workers retire at age 65.
“So we assume all workers retire at age 65; our results are very similar using an instrument that uses a fixed distribution of retirement ages from the 1916 cohort.”
The paper relies on this without support.
Before this study, there had been little direct assessment of the causal role of Social Security in determining elderly poverty.
“but to date there has been little direct assessment of the causal role of the Social Security program in determining elderly poverty.”
The paper relies on this without support.
The legislative-variation instrument affects elderly poverty only through Social Security benefits, not through other cohort-specific channels.
“our model is identified solely by legislative variation in benefits generosity across birth cohorts, and not any differences in their earnings history.”
The paper relies on this without support.
The decline in elderly poverty is typically attributed to Social Security growth.
“This poverty decline is typically attributed to the growth in Social Security over this period”
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?
Social Security has been credited with reducing poverty for millions of Americans, especially the elderly.
“It has been credited with alleviating the burden of poverty for millions of Americans, particularly for the elderly.”
From Social security and mortality: The role of income support policies and population health in the United States (2011) · cites this paper as [8]
The Conclusion says the decline in elderly poverty is commonly credited to Social Security and that the authors’ analysis suggests Social Security growth can explain that decline. The paper supports the elderly-poverty point, but the cited passages do not establish that millions of Americans were helped or assess poverty reduction among Americans generally. (LLM, conf=0.84)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Family poverty response is not stronger in every specification
MinorThe paper says the poverty response is stronger for families than households in all specifications. In Table 3's controlled log-IV specification for absolute poverty, the household coefficient is larger in magnitude (-1.062) than the family coefficient (-.989).
“One finding that is consistent across all specifications in our analysis is that the impact of Social Security on poverty is stronger for elderly families than households.”
“| | IV, with Controls | Log IV, with | | | | Controls | | | B. Household Level | | | Absolute | -.022 | -1.062 | | Poverty | ( .004) | ( .243) | | Relative | -.032 | -1.372 | | Poverty | (.005) | (.246) | | 90-10 Ratio | -.016 | -.097 | | | (.022) | (.118) | | | A. Family Level | | | Absolute | -.025 | -.989 |”
Regression notes misidentify the divorced sample
MinorThe notes call the third set of marital-status regressions "widowed," but Table 4 labels that set "Divorced."
“815 cells for widowed regressions (third set of two columns)”
“| | Married | Widowed | Divorced | Never Married | | | | |”
Household poverty change is labeled percent rather than percentage points
MinorThe linear estimate implies a decline of about 17.8 percentage points. Relative to the stated initial poverty rate of 28.3%, that is a 62.9% decline, not a 17.8% decline.
Reported 17.8 · recomputed 62.897527
“Over the 1967-2000 period, the poverty rate for this sample fell from 28.3 percent to 11.6 percent, or by 16.7 percentage points, while the simulated Social Security benefit, Z , rose by $5760, or 91%.Hence, the IV linear estimate in column 3 implies that the increase in Social Security benefits of $5760 would lead to a 17.8% decline in poverty rates.”
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Herd, P. (2015) · Handbooks of sociology and social research · doi:10.1007/978-3-319-20880-0_29 · Cited by 6 · see citing works
Akkan, B., & ŞANLI, C. C. (2023) · Springer eBooks · doi:10.1007/978-981-16-1914-4_209-1 · Cited by 6 · see citing works
Consumption and Income of the Poor Elderly Since 1960
(2010) · Cited by 5 · see citing works
Public pensions and low-income dynamics in Canada
(2022) · doi:10.1017/s1474747221000433 · Cited by 4 · see citing works
Consumption and Income Poverty for Those 65 and Older
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Pathways into chronic multidimensional poverty amongst older people: a longitudinal study
Callander, E. J., & SCHOFIELD, D. J. (2016) · BMC Geriatrics · doi:10.1186/s12877-016-0236-z · Cited by 4 · see citing works
Living Arrangements of the Elderly in China: Evidence from CHARLSPreprint
Lei, X., Strauss, J. A., Tian, M., & Zhao, Y. (2011) · SSRN Electronic Journal · doi:10.2139/ssrn.1923988 · Cited by 4 · see citing works
Why old-age poverty matters: Evidence from consumption responses to income shocks
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Zhang, Y., & Fang, S. (2025) · Humanities and Social Sciences Communications · doi:10.1057/s41599-025-04692-4 · Cited by 5 · see citing works
The Political-Economic Risks of AI *Preprint
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- Authors
- Engelhardt, G., & Gruber, J.
- Affiliations
- Dartmouth College (US)
- ORCID
- Engelhardt, Gary
- Venue
- NBER Working Paper
- Publisher
- National Bureau of Economic Research
- Published
- 2004-05
- OpenAlex
- W1520224788
- Cited by
- 153
- References
- 10
- Citations by year
- 2025: 6 · 2024: 3 · 2023: 2 · 2022: 5 · 2021: 4 · 2020: 9 · 2019: 3 · 2018: 6 · 2017: 3 · 2016: 9 · 2015: 12 · 2014: 15 · 2013: 7 · 2012: 4
- Type
- report
- Language
- en
- Open access
- green
- doi.org
- Locations
- National Bureau of Economic Research (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- SSRN Electronic Journal (submittedVersion)
- National Bureau of Economic Research (submittedVersion)
- Topics
- Social Sciences › Demography › Retirement, Disability, and Employment
- Social Sciences › Sociology and Political Science › Income, Poverty, and Inequality
- Social Sciences › Business, Management and Accounting › Accounting › Financial Literacy, Pension, Retirement Analysis
- Keywords
- social security, old-age poverty, social security benefits, birth cohort, retirement income
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-09-28.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-09-28.
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