Keeping College Options Open: A Field Experiment to Help all High School Seniors Through the College Application Process
Open accessAbstract
Recent research suggests that the college application process itself prevents access. This paper reports results from a school‐based experiment in which application assistance is incorporated into the high school curriculum for all graduating seniors at low‐transition schools. Over three workshops, students were guided to pick programs of interest that they were eligible for, apply for real, and complete the financial aid application. The goal was to create a real college option for exiting students to make the transition easier and more salient. Among all graduating seniors, the program increased application rates by 15 percentage points, and college going rates by 5 percentage points. Among those not taking advanced‐level courses, college enrollment increased by 9 percentage points. The program generated significant effects for a wide range of heterogeneous groups, including both males and females, those from urban and rural schools, and those with above and below average grades. While more intensive than other tested approaches, in‐class application assistance may provide a more effective approach for bridging the gap towards higher education.
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- Findingown data
A large majority of respondents said that graduating students found each workshop useful in helping them apply to a postsecondary program.
“A large majority said that graduating students found each workshop useful in helping them 1) locate a postsecondary program to apply for, 2) apply to a postsecondary program, and 3) understand the associated costs and benefits of postsecondary.”
Quote in the paperNot a substantial claim - Findingown data
Most of the increase in the college application rate came from 2-year college applications.
“LifeAfterHighSchool increased the college application rate for graduating seniors from 64 to 78 percent, with most of this increase coming from 2-year college applications.”
Quote in the paperSubstantial claim - Findingnone given
A relatively small fraction of students in Workshop 3 emailed a parent or recorded their financial aid application numbers on the website.
“A relatively small fraction of students in Workshop 3 emailed a parent or recorded their financial aid application numbers on our website.”
Quote in the paperNot a substantial claim - Findingown data
LifeAfterHighSchool increased the college application rate for graduating seniors from 64 to 78 percent.
“LifeAfterHighSchool increased the college application rate for graduating seniors from 64 to 78 percent, with most of this increase coming from 2-year college applications.”
Quote in the paperSubstantial claim - Findingreasoning
Subsequent enrollment effects were negligible.
“However, subsequent enrollment effects were negligible.”
Quote in the paperSubstantial claim
- Findingown data
College enrollment increased the following school year by 5.2 percentage points.
“College enrollment correspondingly increased the following school year by 5.2 percentage points, and virtually all of this increase was due to additional enrollment at 2-year colleges.”
Quote in the paperSubstantial claim - Findingown data
For graduating students who were not taking any university-track courses, the 2-year college enrollment rate increased by 9 percentage points.
“The 2-year college enrollment rate for them increased by 9 percentage points.”
Quote in the paperSubstantial claim - Findingown data
The program's largest effects were on graduating students who were not taking any university-track courses.
“Its largest effects were on graduating students who were not taking any university-track courses.”
Quote in the paperSubstantial claim - Findingown data
Only about half of the students at program schools began the school year with at least 21 credits.
“Only about half began the school year with at least 21 credits, which largely explains why only 6,950 Grade 12 students actually completed 30 credits by the end of the year to graduate and exit grade-school education.”
Quote in the paperNot a substantial claim - Findingown data
Only 52.4 percent of the entire 2010-11 Grade 12 sample in the control group actually graduated and left high school the following year.
“Note that only 52.4 percent of the entire 2010-11 Grade 12 sample in the control group actually graduated and left high school the following year.”
Quote in the paperSubstantial claim - Findingown data
For graduating students who were not taking any university-track courses, the application rate increased by 24 percentage points.
“The application rate for these students increased by 24 percentage points.”
Quote in the paperSubstantial claim - Findingown data
83 percent of respondents agreed that Workshop 3 helped students understand and apply for financial aid.
“Even for Workshop 3, 83 percent of respondents agreed that it helped students understand and apply for financial aid.”
Quote in the paperNot a substantial claim - Findingown data
Among all Grade 12s, applications to any college or university increased 13.9 percentage points relative to the control application rate of 39.5 percent.
“Among all Grade 12s, applications to any college or university increased 13.9 percentage points, relative to the control application rate of 39.5 percent.”
Quote in the paperSubstantial claim - Findingown data
Applications to 2-year colleges increased by 10.4 percentage points among all Grade 12s.
“Most of this increase came from applications to 2-year colleges (a 10.4 percentage point increase compared to only a 3.6 percentage point increase in 4-year programs applications).”
Quote in the paperSubstantial claim - Findingown data
The estimated program effect on average grades was negative, about 5 percent of a standard deviation lower.
“What is surprising is an estimated negative program effect on average grades (5 percent of a standard deviation lower).”
Quote in the paperNot a substantial claim - Findingown data
Applications to 4-year programs increased by 3.6 percentage points among all Grade 12s.
“Most of this increase came from applications to 2-year colleges (a 10.4 percentage point increase compared to only a 3.6 percentage point increase in 4-year programs applications).”
Quote in the paperSubstantial claim - Findingown data
LifeAfterHighSchool caused no discernible change to the number of courses taken by Grade 12 students.
“LifeAfterHighSchool caused no discernible change to the type of courses taken (e.g.university-track or college-track courses) or the number of courses taken.”
Quote in the paperNot a substantial claim - Findingreasoning
Only 6,950 Grade 12 students at program schools actually completed 30 credits by the end of the year to graduate and exit grade-school education.
“Only about half began the school year with at least 21 credits, which largely explains why only 6,950 Grade 12 students actually completed 30 credits by the end of the year to graduate and exit grade-school education.”
Quote in the paperNot a substantial claim - Findingown data
The program had similar effects for rural and urban schools.
“The program had similar effects for males and females, and for rural and urban schools.”
Quote in the paperNot a substantial claim - Findingown data
LifeAfterHighSchool caused no discernible change to the type of courses taken by Grade 12 students.
“LifeAfterHighSchool caused no discernible change to the type of courses taken (e.g.university-track or college-track courses) or the number of courses taken.”
Quote in the paperNot a substantial claim - Findingown data
A large majority of respondents said that graduating students found each workshop useful in helping them understand the associated costs and benefits of postsecondary.
“A large majority said that graduating students found each workshop useful in helping them 1) locate a postsecondary program to apply for, 2) apply to a postsecondary program, and 3) understand the associated costs and benefits of postsecondary.”
Quote in the paperNot a substantial claim - Findingown data
The overall reaction to LifeAfterHighSchool was quite positive.
“The overall reaction to LifeAfterHighSchool was quite positive.”
Quote in the paperNot a substantial claim - Findingown data
Virtually all of the increase in college enrollment was due to additional enrollment at 2-year colleges.
“College enrollment correspondingly increased the following school year by 5.2 percentage points, and virtually all of this increase was due to additional enrollment at 2-year colleges.”
Quote in the paperSubstantial claim - Findingown data
A large majority of respondents said that graduating students found each workshop useful in helping them locate a postsecondary program to apply for.
“A large majority said that graduating students found each workshop useful in helping them 1) locate a postsecondary program to apply for, 2) apply to a postsecondary program, and 3) understand the associated costs and benefits of postsecondary.”
Quote in the paperNot a substantial claim - Findingown data
The program had similar effects for males and females.
“The program had similar effects for males and females, and for rural and urban schools.”
Quote in the paperNot a substantial claim - Findingown data
Phase II models with fee waivers raised application rates more than Phase I effects.
“Surprisingly, although Phase II models with fee waivers raised application rates more than Phase I effects, college enrollment effects were mostly not significantly different from zero.”
Quote in the paperNot a substantial claim - Findingown data
The higher application rate increase in Phase II led to a proportional increase in 2-year applications.
“The higher application rate increase in Phase II also led to a proportional increase in 2-year applications.”
Quote in the paperNot a substantial claim - Findingown data
Among students taking no university-level courses, the entire application impact was on 2-year colleges and not 4-year colleges.
“Among students taking no university-level courses, the entire application impact was on 2-year colleges and not 4-year colleges.”
Quote in the paperNot a substantial claim - Findingown data
Among all Grade 12 graduates, the program increased program application rates by 13 percentage points.
“Among all Grade 12 graduates, the program increased program application rates by 13 percentage points, and college enrollment rates by about 5 percentage points.”
Quote in the paperSubstantial claim - Findingnone given
LifeAfterHighSchool increased Grade 12 college application rates from about 65 to 80 percent.
“LifeAfterHighSchool increased Grade 12 college application rates from about 65 to 80 percent.”
Quote in the paperSubstantial claim - Findingown data
Among students with low Grade 12 grade averages (lower than 60%), LifeAfterHighSchool increased enrollment rates by 5.8 percentage points.
“Those with low Grade 12 grade averages -lower than 60 percent -see increases to application rates by 16 percentage points and enrollment rates by 5.8 percentage points.”
Quote in the paperSubstantial claim - Findingown data
The program increased postsecondary attendance the following year by 2.9 percentage points among all Grade 12 students, with a standard error of 0.8 percentage points.
“Turning to enrollment, the program increased postsecondary attendance the following year by 2.9 percentage points among all Grade 12 students (with a standard error of 0.8 percentage points).”
Quote in the paperSubstantial claim - Findingown data
The Baseline + 'Mop-up' effect was exactly zero with a standard error of 0.03.
“The Baseline + 'Mop-up' effect was exactly zero with a standard error of 0.03”
Quote in the paperNot a substantial claim - Findingown data
For schools with internal staff and fee waivers, the effect on students with no university-track courses was an 8.1 percentage point increase.
“The only positively significant impact came from the schools with internal staff running the program and with fee waivers provided: for these schools, the main sample effect and the effect on students with no university-track courses (an 8.1 percentage point increase) were closest in line with the program effect estimates in Phase I.”
Quote in the paperNot a substantial claim - Findingown data
Under the Baseline + 'Mop-up' model, application rates increased 20.7 percentage points.
“when we provided facilitators to return to schools to offer additional assistance for students who had not applied during workshops, application rates increased 20.7 percentage points -only a marginal improvement to the estimated effect without 'Mop-up', and not a statistically significant difference.”
Quote in the paperNot a substantial claim - Findingown data
School staff in the 'Internal Staff + No Fee Waivers' group were able to increase applications by as much or more than schools that were provided facilitators and laptops.
“Encouragingly, school staff in the 'Internal Staff + No Fee Waivers' group were able to increase applications by as much or more than schools that were provided facilitators and laptops.”
Quote in the paperSubstantial claim - Findingown data
For Grade 12 graduates, LifeAfterHighSchool increased college applications by 13.6 percentage points relative to the control group rate of 64.2 percent.
“For these Grade 12 graduates, LifeAfterHighSchool increased college applications by 13.6 percentage points (relative to the control group rate of 64.2 percent) and college enrollment by 5.2 percentage points (relative to the control group rate of 53.0 percent).”
Quote in the paperSubstantial claim - Findingreasoning
Students given a succinct set of program options that would accept them if they applied were much more likely to later enroll than those left to consider minimum requirements on their own.
“Students given a succinct set of program options that would accept them if they applied were much more likely to later enroll than those left to consider minimum requirements on their own.”
Quote in the paperSubstantial claim - Findingown data
Among students with grade averages at least 75%, LifeAfterHighSchool increased enrollment rates from 66.8% to 70.2%.
“Those with grade averages at least 75 percent experience application increases from 77.7 to 88.6 percent and enrollment increases from 66.8 to 70.2 percent.”
Quote in the paperSubstantial claim - Findingown data
For students beginning Grade 12 with at least 21 credits, the increase in postsecondary attendance occurred almost exclusively through changes in community college enrollment.
“This increase occurs almost exclusively through changes in community college enrollment.”
Quote in the paperNot a substantial claim - Findingown data
For Grade 12 students taking vocational-type courses (1,753 out of 38,352), LifeAfterHighSchool increased application rates from 16.7% to 33.0%.
“And for the small subset of students that take vocational-type courses in Grade 12 (1,753 out of 38,352),significantly limiting their postsecondary program options, LifeAfterHighSchool doubles relative application and enrollment rates (from 16.7 to 33.0 percent for application rates, and from 10.8 to 20.7 percent for enrollment).”
Quote in the paperSubstantial claim - Findingown data
For Grade 12 graduates, LifeAfterHighSchool increased college enrollment by 5.2 percentage points relative to the control group rate of 53.0 percent.
“For these Grade 12 graduates, LifeAfterHighSchool increased college applications by 13.6 percentage points (relative to the control group rate of 64.2 percent) and college enrollment by 5.2 percentage points (relative to the control group rate of 53.0 percent).”
Quote in the paperSubstantial claim - Findingown data
For students beginning Grade 12 with at least 21 credits, the overall college application rate effect was 19.1 percentage points.
“The overall college application rate effect for this group is slightly higher than that for the full sample, at 19.1 percentage points.”
Quote in the paperNot a substantial claim - Findingown data
After the program ends in 2011-12, application and college enrollment rates for the next cohort of graduating seniors in program schools drop back to previous levels, similar to the observed rates for the next cohort of seniors in control schools.
“Interestingly, we do not observe this impact: after the program ends in 2011-12, application and college enrollments rates for the next cohort of graduating seniors in program schools drop back to previous levels, similar to the observed rates for the next cohort of seniors in control schools.”
Quote in the paperNot a substantial claim - Findingown data
LifeAfterHighSchool in Phase I, on average, increased following-year college enrollment by 15 students per school.
“LifeAfterHighSchool in Phase I, on average, increased applications to 2-year colleges by 35 students per school, and following-year college enrollment by 15 students per school.”
Quote in the paperSubstantial claim - Findingown data
Phase II models with fee waivers had college enrollment effects mostly not significantly different from zero.
“Surprisingly, although Phase II models with fee waivers raised application rates more than Phase I effects, college enrollment effects were mostly not significantly different from zero.”
Quote in the paperSubstantial claim - Findingown data
The combined sample generates an estimated effect within a 95 percent confidence interval of -4.1 to 2.6 percentage points.
“The combined sample generates an estimated effect within a 95 percent confidence interval of -4.1 to 2.6 percentage points.”
Quote in the paperSubstantial claim - Findingown data
LifeAfterHighSchool in Phase I, on average, increased applications to 2-year colleges by 35 students per school.
“LifeAfterHighSchool in Phase I, on average, increased applications to 2-year colleges by 35 students per school, and following-year college enrollment by 15 students per school.”
Quote in the paperSubstantial claim - Findingown data
For students beginning Grade 12 with at least 21 credits, the estimated increase in postsecondary attendance was 4.4 percentage points.
“As expected, enrollment effects is also higher, with an estimated increase in postsecondary attendance of 4.4.percentage points.”
Quote in the paperSubstantial claim - Findingown data
Among all Grade 12 graduates, the program increased college enrollment rates by about 5 percentage points.
“Among all Grade 12 graduates, the program increased program application rates by 13 percentage points, and college enrollment rates by about 5 percentage points.”
Quote in the paperSubstantial claim - Findingown data
In Phase II, only applications to 4-year colleges increased significantly for students with university-level courses, by 14.2 percentage points.
“In Phase I, both 2-and 4-year college applications increased for students with university-level courses (by 3.7 and 6.7 percentage points respectively), but in Phase II, only applications to 4-year colleges increased significantly (by 14.2 percentage points).”
Quote in the paperSubstantial claim - Findingown data
The only positively significant impact came from schools with internal staff running the program and with fee waivers provided.
“The only positively significant impact came from the schools with internal staff running the program and with fee waivers provided: for these schools, the main sample effect and the effect on students with no university-track courses (an 8.1 percentage point increase) were closest in line with the program effect estimates in Phase I.”
Quote in the paperNot a substantial claim - Findingown data
Offering fee waivers and providing only instructions to school staff for how to implement the program led to similar increases in applications and enrollment as in the first program.
“Offering fee waivers and providing only instructions to school staff for how to implement the program led to similar increases in applications and enrollment as in the first program.”
Quote in the paperSubstantial claim - Findingown data
Using laptops in homeroom classrooms instead of sending students to computer labs, while simultaneously combining the initial 2 classes into one full-morning session, increased application rates.
“Using laptops in homeroom classrooms instead of sending students to computer labs, while simultaneously combining the initial 2 classes into one full-morning session, increased application rates.”
Quote in the paperSubstantial claim - Findingown data
For students with only vocational courses, all of the increase in overall application rates was driven by increases in 2-year college applications.
“The same happened for students with only vocational courses -all of the increase in overall application rates was driven by increases in 2-year college applications, which is reassuring since these students were unlikely to be accepted to any university programs.”
Quote in the paperNot a substantial claim - Findingown data
For students with no university-track courses in Grade 12, applications increased by 38.7 percentage points at schools with no external help.
“In particular, applications for students with no university-track courses in Grade 12 increased by 38.7 percentage points -almost double -at schools with no external help.”
Quote in the paperNot a substantial claim - Findingown data
Phase II increased the number of students who applied but received no offers by 11 per school, or 3.3 percentage points.
“On average, Phase II increased the number of students who applied but received no offers by 11 per school, or 3.3 percentage points.”
Quote in the paperNot a substantial claim - Findingown data
Among students with grade averages at least 75%, LifeAfterHighSchool increased application rates from 77.7% to 88.6%.
“Those with grade averages at least 75 percent experience application increases from 77.7 to 88.6 percent and enrollment increases from 66.8 to 70.2 percent.”
Quote in the paperSubstantial claim - Findingreasoning
The Phase I increase translates to an estimated increase in enrollment by 3.4 percentage points.
“This translates to an estimated increase in applications by 9 percentage points and in enrollment by 3.4 percentage points, which is very similar to the results reported in Table 4 (which used Ministry of Education Data).”
Quote in the paperSubstantial claim - Findingown data
In the two years prior to LifeAfterHighSchool, application rates were slightly lower for program schools than control schools (64.8 versus 66.0 percent).
“In the two years prior to LifeAfterHighSchool, application rates were slightly lower for program schools, though not by much (64.8versus 66.0 percent).”
Quote in the paperSubstantial claim - Findingown data
The enrollment rate for graduating seniors in program schools in the program year was 5.3 percentage points higher than that for seniors in control schools (57.5 versus 52.2 percent), with a standard error of 3.5 percentage points.
“The enrollment rate for graduating seniors in program schools in the program year was 5.3 percentage points higher than that for seniors in control schools (57.5 versus 52.2 percent with a standard error of 3.5 percentage points).”
Quote in the paperSubstantial claim - Findingown data
The largest enrollment effects were for the group with grade averages between 60 and 75 percent, with an enrollment effect of 6.4 percentage points.
“The largest enrollment effects are for the group in the middle -with grade averages between 60 and 75 percent.Their enrollment effect is 6.4 percentage points.”
Quote in the paperNot a substantial claim - Findingown data
Phase I did not significantly affect the number of students applying and receiving no offers.
“Importantly, Phase I did not significantly affect the number of students applying and receiving no offers.”
Quote in the paperNot a substantial claim - Findingown data
The estimate for the model with Internal staff + Fee waivers was 0.031 with a standard error of 0.37.
“and the estimate for the model with Internal staff + Fee waivers was 0.031 with a standard error of 0.37.”
Quote in the paperNot a substantial claim - Findingown data
For Grade 12 students taking vocational-type courses (1,753 out of 38,352), LifeAfterHighSchool increased enrollment rates from 10.8% to 20.7%.
“And for the small subset of students that take vocational-type courses in Grade 12 (1,753 out of 38,352),significantly limiting their postsecondary program options, LifeAfterHighSchool doubles relative application and enrollment rates (from 16.7 to 33.0 percent for application rates, and from 10.8 to 20.7 percent for enrollment).”
Quote in the paperSubstantial claim - Findingreasoning
The Phase I increase translates to an estimated increase in applications by 9 percentage points.
“This translates to an estimated increase in applications by 9 percentage points and in enrollment by 3.4 percentage points, which is very similar to the results reported in Table 4 (which used Ministry of Education Data).”
Quote in the paperSubstantial claim - Findingown data
The program did not significantly change the small rate at which students applied to both college and university application centers.
“The program did not significantly change the small rate at which students applied to both college and university application centers.”
Quote in the paperNot a substantial claim - Findingreasoning
Taking these lower rates into account using equation (1), the estimated average program effect is an increase in application rates by 13.5 percentage points, with a standard error of 1.5 percentage points.
“Taking these lower rates into account using equation (1) above, the estimated average program effect is an increase in application rates by 13.5 percentage points, with a standard error of 1.5 percentage points (a 40 percent decrease compared to the standard error using only one cohort).”
Quote in the paperSubstantial claim - Findingown data
Among students with low Grade 12 grade averages (lower than 60%), LifeAfterHighSchool increased application rates by 16 percentage points.
“Those with low Grade 12 grade averages -lower than 60 percent -see increases to application rates by 16 percentage points and enrollment rates by 5.8 percentage points.”
Quote in the paperSubstantial claim - Interpretationreasoning
There is some evidence consistent with decreased guidance in choosing eligible programs being responsible for the decline in enrollment impact.
“We provide some evidence consistent with the possibility that decreased guidance in choosing eligible programs was responsible for the decline in enrollment impact.”
Quote in the paperSubstantial claim - Study design and conductown data
Random assignment successfully balanced mean characteristics between program and control schools.
“Table 1 provides descriptive means for the cohort of Grade 12 students at program and control schools in the year prior to the program's implementation, and shows that random assignment successfully balanced mean characteristics between the two groups.”
- Also stated in: § School Selection · hedged
“In all sample specifications, background characteristics appear to be well balanced between program and control schools, as is expected with random assignment.”
Quote in the paperSubstantial claim - Also stated in: § School Selection · hedged
- Study design and conductown data
Leaving high school the following year is not determined by the treatment.
“Consequently, we estimate treatment effects for students with at least 21 credits at the start of Grade 12, and for students that left high school the following year (a behavior that we show that is not determined by the treatment).”
Quote in the paperSubstantial claim - Interpretationreasoning
Average treatment effects with students who cannot be directly helped will be smaller than without them in the sample.
“Since we cannot directly help these students apply or get accepted into a program the following year, average treatment effects with them in the sample will be smaller than without.”
Quote in the paperSubstantial claim - Interpretationreasoning
The main reason for the low graduation rate appears to be that many had fewer than 21 credits at the start of the year, making it unlikely they would have attained the 30-credit graduation requirement by the end of the year.
“The main reason appears to be that many had fewer than 21 credits at the start of the year, making it unlikely they would have attained the 30-credit graduation requirement by the end of the year.”
Quote in the paperSubstantial claim - Study design and conductreasoning
For the 2011-12 cohort, because treatment was randomly assigned, estimating program effects by comparing differences in mean outcomes between program and control schools that year generates unbiased results.
“For the 2011-12 cohort, since sc T was randomly assigned, estimating program effects by comparing differences in mean outcomes between program and control schools that year generates unbiased results.”
Quote in the paperSubstantial claim - Study design and conductown data
Statistical power in Phase II is lower than Phase I because of the smaller number of total schools and the smaller number of schools testing each variant.
“Statistical power in Phase II is lower than Phase I because of the smaller number of total schools and the smaller number of schools testing each variant (7 baseline schools, 4 in the Baseline + 'Mop-up' model, 5 for Internal Staff + Fee Waivers, 3 for Baseline But No Fee Waiver, and 9 for Internal Staff + No Fee Waiver).”
Quote in the paperNot a substantial claim - Interpretationreasoning
LifeAfterHighSchool was impressively effective for students 'in the middle'-neither with above nor below-average grades, and neither taking courses that put them on a university or workplace trajectory.
“It was impressively effective for students 'in the middle' -neither with above nor below-average grades, and neither taking courses that put them on a university or workplace trajectory.”
Quote in the paperNot a substantial claim - Interpretationown data
Removing application fees appears to be an important necessary condition for encouraging more students to apply.
“Removing application fees appears to be an important necessary condition for encouraging more students to apply.”
Quote in the paperSubstantial claim - Interpretationreasoning
The effectiveness of a program in simplifying the application process depends on addressing multiple potential bottlenecks simultaneously.
“Clearly the effectiveness of a program in simplifying the application process depends on addressing multiple potential bottlenecks simultaneously.”
Quote in the paperSubstantial claim - Interpretationcitation
Collectively, these studies demonstrate that complexity and lack of support in the college transition process affect whether some individuals enroll or not.
“Collectively, these studies clearly demonstrate that complexity and lack of support in the college transition process affect whether some individuals enroll or not.”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationown data
Impacts were concentrated among those not already taking university-track courses.
“Impacts were concentrated among those not already taking university-track courses.”
Quote in the paperSubstantial claim - Interpretationown data
LifeAfterHighSchool was broadly influential in raising enrollment rates across all different types of students at low-transition high schools.
“In summary, LifeAfterHighSchool was broadly influential in raising enrollment rates across all different types of students at low-transition high schools.”
Quote in the paperSubstantial claim - Interpretationreasoning
The degree of personal assistance in helping students find suitable programs to apply makes a large difference for actual enrollment outcomes.
“The degree of personal assistance in helping students find suitable programs to apply seems to make a large difference for actual enrollment outcomes.”
Quote in the paperSubstantial claim - Study design and conductreasoning
The study was unable to obtain reliable information regarding who applied for financial aid.
“Unfortunately, we were unable to obtain reliable information regarding who applied for financial aid.”
Quote in the paperSubstantial claim - Interpretationreasoning
The finding that low-cost assistance matters suggests that for some students enrollment decisions do not represent well-thought-out investment decisions.
“But the finding that low-cost assistance matters suggests for some students enrollment decisions do not represent well-thought-out investments decisions.”
Quote in the paperNot a substantial claim - Study design and conductown data
Baseline differences between program and control school means in 2010-11 were not statistically significant at the 10 percent level or less.
“Standard errors for the difference between program and control school means are shown in square brackets (none of which are statistically significant at the 10 percent level or less).”
Quote in the paperNot a substantial claim - Interpretationreasoning
Personalization matters, as learned from implementing LifeAfterHighSchool a second time.
“Personalization matters too, as we learned from implementing LifeAfterHighSchool a second time.”
Quote in the paperSubstantial claim - Interpretationreasoning
A more plausible reason for the larger application effects but smaller enrollment effects in Phase II is that Phase II may have inadvertently affected the types of programs where students applied.
“A more plausible reason is that although Phase II further increased application rates, it may also have inadvertently affected the types of programs where students applied.”
Quote in the paperNot a substantial claim
- Classified as probably not a substantial claim. 21
- May combine two claims. 36
Probably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataAlmost half of account holders had time to try out the financial aid calculator after choosing their lists of programs of interest.
“Almost 90 percent of account holders worked at the 'Where Would You Go?' exercise and entered previous or expected grades, and almost half had time to try out the financial aid calculator after choosing their lists of programs of interest.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data70 percent of coordinators said that Workshop 2 attendance rates were at least 80 percent.
“In comparison, 80 and 70 percent of coordinators said that Workshop 1 and 2 attendances rates were at least 80 percent, respectively.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe number of students who created an account is more than the total number of graduates that left high school that year, but far fewer than the total number of Grade 12s eligible to participate in the program.
“While this is more than the total number of graduates that left high school that year, it is far fewer than the total number of Grade 12s who were eligible to participate in the program.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataRespondents said that graduating students had high levels of interest in the program.
“Respondents said that graduating students had high levels of interest in the program.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataAround half of account holders applied to 2-year community colleges, and the other half applied to 4-year universities.
“Around half applied to 2-year community colleges, and the other half applied to 4-year universities.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe program had no noticeable impact on time to high school completion or graduation outcomes.
“The program also had no noticeable impact on time to high school completion or graduation outcomes.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataA total of 11,356 students at the 43 program schools in 2011-12 had taken at least 4 years of high school.
“Panel A shows that a total of 11,356 students at the 43 program schools in 2011-12 had taken at least 4 years of high school.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataA full three-quarters of LifeAfterHighSchool registered account holders used the site to pay for a college application.
“Most importantly, a full three-quarters of LifeAfterHighSchool registered account holders used the site to pay for a college application (by entering their application number).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAlmost 90 percent of account holders worked at the 'Where Would You Go?' exercise and entered previous or expected grades.
“Almost 90 percent of account holders worked at the 'Where Would You Go?' exercise and entered previous or expected grades, and almost half had time to try out the financial aid calculator after choosing their lists of programs of interest.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data7,436 students created an account on the LifeAfterHighSchool website.
“Panel B shows that 7,436 students created an account on the LifeAfterHighSchool website.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data35 percent of school coordinators said that Workshop 3 attendance of graduating Grade 12 students was higher than 80 percent.
“Overall, 35 percent of school coordinators said that Workshop 3 attendance of graduating Grade 12 students was higher than 80 percent, and 55 percent said that attendance levels were at least 50 percent.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data55 percent of school coordinators said that Workshop 3 attendance levels were at least 50 percent.
“Overall, 35 percent of school coordinators said that Workshop 3 attendance of graduating Grade 12 students was higher than 80 percent, and 55 percent said that attendance levels were at least 50 percent.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data80 percent of coordinators said that Workshop 1 attendance rates were at least 80 percent.
“In comparison, 80 and 70 percent of coordinators said that Workshop 1 and 2 attendances rates were at least 80 percent, respectively.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn the control group, the fraction of Grade 12 students that graduated by the end of the school year was 62.9 percent, and 53.2 percent of all Grade 12s exited high school.
“In the control group, the fraction of Grade 12 students that graduated by the end of the school year was 62.9 percent, and nearly all of them exited high school (53.2 percent of all Grade 12s).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAll of the enrollment effects came from increased enrollment at 2-year community colleges, with no increase in 4-year university enrollment.
“As with the concentrated 2-year college application effects, all of the enrollment effects come from increased enrollment at 2year community colleges (with no increase in 4-year university enrollment).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe Baseline + 'Mop-up' application increase was only a marginal improvement over the estimated effect without 'Mop-up', and the difference was not statistically significant.
“when we provided facilitators to return to schools to offer additional assistance for students who had not applied during workshops, application rates increased 20.7 percentage points -only a marginal improvement to the estimated effect without 'Mop-up', and not a statistically significant difference.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataThe baseline estimated effect in Table 7 was -0.036 with a standard error of 0.025.
“The baseline estimated effect was -.036 with a standard error of 0.025.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe program effects on graduation and leaving high school are both estimated with small confidence bands around zero.
“The program effects on graduation and leaving high school are both estimated with small confidence bands around zero.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Phase I, both 2-year and 4-year college applications increased for students with university-level courses, by 3.7 and 6.7 percentage points respectively.
“In Phase I, both 2-and 4-year college applications increased for students with university-level courses (by 3.7 and 6.7 percentage points respectively), but in Phase II, only applications to 4-year colleges increased significantly (by 14.2 percentage points).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataBy gender, application and enrollment rates were much higher for females than males, by almost 20 percentage points in both cases.
“By gender, it is interesting to note the much higher application and enrollment rates for females over males -almost a 20 percentage point difference in both cases.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataFor nonuniversity track students, more students applied due to exposure to the Phase II over Phase I program, but some of these additional applicants were rejected.
“For nonuniversity track students, more students applied due to exposure to the Phase II over Phase I program, but some of these additional applicants were rejected.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe Internal Staff + No Fee Waivers model had a zero, or even negative, impact on application rates.
“Offering application assistance while still requiring students to pay the $100 fee had a zero, or even negative, impact on application rates.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataUsing equation (1), the estimated effect is an increase in college enrollment by 5.0 percentage points, with a standard error of 1.3 percentage points.
“Using equation (1) instead, the standard error is smaller at 1.3 percentage points, and the estimated effect is an increase in college enrollment by 5.0 percentage points.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the 2011-12 school year, the college application rate among graduating seniors from control schools was 65.4 percent, and for program schools it was 11.9 percentage points higher (77.3 percent), with a standard error of 2.5 percentage points using student-level data.
“In the 2011-12 school year, the college application rate among graduating seniors from control schools was 65.4 percent.For program schools, the rate was 11.9 percentage points higher (77.3 percent).The standard error around this difference using student-level data is 2.5 percentage points.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor students with university-level courses, there was a significant decrease in 2-year college enrollment of 0.049 (se=0.018) and an offsetting increase in 4-year enrollment of 0.036 (se=0.027).
“We also observe a significant decrease in 2-year college enrollment for these students [-0.049 (se=0.018)] and an offsetting increase in 4-year enrollment [0.036 (se=0.027)].”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor Phase II university-track students, application effects were driven only by increases in 4-year college applications, whereas there were no subsequent enrollment effects in Phase I or II.
“Supporting evidence includes the finding that, for Phase II university-track students, application effects were driven only by increases in 4-year college applications, whereas we saw no subsequent enrollment effects in Phase I or II.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAll three of these models also generated similar increases in applications for students taking university-track courses in Grade 12, and for students taking vocational courses.
“All three of these models also generated similar increases in applications for students taking university-track courses in Grade 12, and for students taking vocational courses.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataOffering personal assistance without waiving application fees had a negligible or even negative impact on applications and enrollment.
“Offering personal assistance without waiving application fees had a negligible or even negative impact on applications and enrollment.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataIn the control group, 30.9 percent of Grade 12 students stayed in high school.
“Some stayed, along with other Grade 12s who did not satisfy enough requirements to graduate (30.9 percent stayed overall).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe point estimates for college enrollment the following year at schools without fee waivers are negative and, in some cases, significant at the 10 percent confidence level.
“The point estimates for college enrollment the following year at schools without fee waivers (shown in Table 6) are correspondingly negative and, in some cases, significant at the 10 percent confidence level.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe paper easily rejects equal effects for Phase I and Phase II (0.044 (se=0.013) for Phase I, -0.007 (se=0.019) for Phase II), especially for the sample of students with no university-track courses (0.086 (se=0.016) for Phase I, -0.011 (se=0.020) for Phase II).
“However, we easily reject equal effects (0.044 (se=0.013)for Phase I, -0.007 (se=0.019)for Phase II), especially for the sample of students with no university-track courses (0.086 (se=0.016)for Phase I, -0.011 (se=0.020)for Phase II).”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningBetter guidance in picking appropriate programs and waiving application fees are important conditions for providing college transition support directly to low-transition high schools.
“Better guidance in picking appropriate programs and waiving application fees are clearly important conditions for providing college transition support directly to low-transition high schools.”
Quote in the paperNot a substantial claim- Rests on an assumption: The application fee could act as a significant barrier to disadvantaged students' learning about their actual eligibility and likelihood of acceptance.
Probably not a substantial claim: may not pass S4 (based).
Interpretationnone givenAnother reason for the low graduation rate is that some graduates stay for another year to boost their grade average before applying to college.
“Another reason is that some graduates stay for another year to boost their grade average before applying to college.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationThese results are quite comparable to those of studies examining other ways to simplify the college transition.
“These results are quite comparable to those of studies examining other ways to simplify the college transition.”
Quote in the paperNot a substantial claim0 of 3 sources checkedClassified as probably not a substantial claim.
PremisecitationReviews of existing research on returns to higher education suggest high rates of return to college, even for marginal students.
“Reviews of existing research on returns to higher education suggests high rates of return to college, even for marginal students (Oreopoulos and Peteronjevic, 2013, Hout, 2012, Barrow and Malamud, 2015).”
Quote in the paperSubstantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningWith only 86 schools and school-level heterogeneity, precision was increased by conditioning on prior school-level differences using school and cohort fixed effects and by clustering standard errors at the school level.
“But with only 86 schools and school-level heterogeneity, we can increase precision by conditioning on prior school-level differences using school ( s δ ) and cohort ( c δ ) fixed effects, and by clustering standard errors at the school level.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataThe study does not have information on application rejections at the 4-year postsecondary level, but does at the 2-year level from the Ontario College Application Service (OCAS).
“We do not have information on application rejections at the 4-year postsecondary level, but we do at the 2-year level from the Ontario College Application Service (OCAS).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe linked file does not contain information on students who applied to colleges outside the province of Ontario.
“The linked file does not contain information on students who applied to colleges outside the province of Ontario, though this number is likely small.”
Quote in the paperNot a substantial claim- Rests on an assumption: The number of students who applied to colleges outside the province of Ontario is small.
May combine two claims.
Study design and conductreasoningThe main outcomes are college program applications and college enrollment, but not financial aid applications.
“Our main outcomes, therefore, are college program applications college enrollment, but not financial aid applications.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationCastleman and Page (2015) examined sending text reminders and offering phone-support for college transition tasks over the summer; fall enrollment rates for recent high school graduates who had at least started the FAFSA increased, on average, by 3 percentage points.
“Castleman and Page (2015) examined sending text reminders and offering phone-support for getting through remaining college transition tasks over the summer.Fall enrollment rates for recent high school graduates who had at least started the FAFSA increased, on average, by 3 percentage points.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Castleman and Page (2015) source
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningAssuming equal program effects for all versions with fee waivers, the program effect is a 2.3 percentage point increase in enrollment, with a standard error of 1.0 percentage points.
“Assuming this, the program effect is a 2.3 percentage point increase in enrollment, with a standard error of 1.0 percentage points.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The program effects are actually equal for all versions of LifeAfterHighSchool with fee waivers.
May combine two claims.
PremisecitationIn Carrell and Sacerdote (2013), counselors identified Grade 12 students for individual support with undergraduate students through all application steps and application fee waivers; program applications increased 29 percentage points and college enrollment 5 percentage points.
“Another study by Carrell and Sacerdote (2013) involved counselors identifying particular Grade 12 students as possible beneficiaries from receiving individual support with undergraduate students to help and encourage them through all application steps, along with application fee waivers.Program applications increased 29 percentage points and college enrollment 5 percentage points.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Carrell and Sacerdote (2013)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Study design and conductreasoningThe Ministry of Training, Colleges, and Universities tried to link administrative data on OSAP recipients attending college with other data to identify students from program and control schools, but researchers concluded that the match quality was too poor to be of use.
“The Ministry of Training, Colleges, and Universities tried to link their administrative data on OSAP recipients attending college with other data in order to identify students from our program and control schools, but researchers concluded that the match quality was too poor to be of use.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationThe FAFSA study shows that students who enrolled in college because of the program persisted into second year and had to navigate subsequent financial aid and registration requirements on their own.
“The FAFSA study also shows students than enrolled in college because of the program persisted into second year and had to navigate subsequent financial aid and registration requirements on their own.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites FAFSA study
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
Study design and conductreasoningThe study did not use subsequent cohorts as part of the estimating equation in case younger students benefit from having older schoolmates go through the program.
“We do not use subsequent cohorts as part of the estimating equation in case younger students benefit from having older schoolmates go through the program.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataRelatively small changes in implementation of LifeAfterHighSchool successfully increased college application rates even further, but may also have altered the types of programs participants considered and applied for.
“In short, relatively small changes in implementation of LifeAfterHighSchool successfully increased college application rates even further, but may also have altered the types of programs participants considered and applied for.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningGuidance in choosing programs that will accept students, along with application fee waivers, appear to be important prerequisites for successfully helping with the college transition.
“Guidance in choosing programs that will accept students, along with application fee waivers, therefore appear to be important prerequisites for successfully helping with the college transition.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataWaiving application fees is an important necessary condition for making in-class assistance worthwhile, as students were not willing to respond to in-class support if required to pay to submit an application.
“We also learned that waiving application fees is an important necessary condition for making in-class assistance worthwhile, as students were not willing to respond to in-class support if required to pay to submit an application.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductreasoningThe study cannot tell for sure at the individual or average level whether those affected by simplifying the transition benefit, since no experiment has yet looked at longer-term outcomes like earnings.
“We cannot tell for sure at the individual level or even the average level since no experiment has yet looked at longer-term outcomes like arnings.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationHoxby and Turner (2013) found that mailing disadvantaged high-SAT students suggestions for selective schools they were likely to be accepted into, along with fee waiver vouchers, increased the number of applications sent and the enrollment rate at more selective colleges by 5 percentage points.
“A related study by Hoxby and Turner (2013) looked at helping disadvantaged students with high SAT scores transition to more selective schools.Mailing these Grade 12 students suggestions for selective schools they were likely to be accepted into, along with fee waiver vouchers, increased the number of applications sent and the enrollment rate at more selective colleges by 5 percentage points.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hoxby and Turner (2013)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe material was based, in part, on the information experiment used by Oreopoulos and Dunn (2013), which generated increased educational aspirations, aid expectations, and interest in obtaining further college information.
“The material was based, in part, on the information experiment used byOreopoulos and Dunn (2013), which generated increased educational aspirations, aid expectations, and interest in obtaining further college information.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Oreopoulos and Dunn (2013) source
May combine two claims.
InterpretationcitationThe possibility that economic conditions changed between the two treatment years and students in Phase II were less interested in going to college is unlikely, since the province's unemployment rate fell only by .6 percentage points between the two years.
“Another possibility is that economic conditions changed between the two treatment years, and students in Phase II were less interested in going to college.This also seems unlikely, since the province's unemployment rate fell only by .6 percentage points between the two years.21”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [21] 21. Statistics Canada. No date. Labour force characteristics (table). Summary Tables. Last updated January 8, 2016. Retrieved from http://www.statcan.gc.ca/tables-tableaux/sum- som/l01/cst01/econ10-eng.htm
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
The authors state this as an assumption.
The LifeAfterHighSchool program would make crossing the bridge from high school to college an easier path to take.
“The premise was that the program would make crossing the bridge from high school to college an easier path to take.”
The paper relies on this without support.
Ontario requires no additional standardized tests or essays for most college and university programs.
“The province of Ontario is a particularly attractive region to consider application assistance because no additional standardized tests or essays are required to be considered for most college and university programs.”
The paper relies on this without support.
The application fee could act as a significant barrier to disadvantaged students' learning about their actual eligibility and likelihood of acceptance.
“The application fee could act as a significant barrier to disadvantaged students' learning about their actual eligibility and likelihood of acceptance.”
The paper relies on this without support.
The number of students who applied to colleges outside the province of Ontario is small.
“The linked file does not contain information on students who applied to colleges outside the province of Ontario, though this number is likely small.”
The paper relies on this without support.
To maintain even an option of going to college when exiting high school, students must get through the application process.
“To maintain even an option of going to college when exiting high school, students must get through the application process.”
The paper relies on this without support.
Completing the financial aid application only involves answering factual questions, while completing the program application involves considering what programs will accept and interest students.
“Completing the financial aid application only involves answering factual questions, but completing the program application involves considering what programs will accept and interest students.”
The paper relies on this without support.
The largest cost item of the program was covering the approximate $100 fee per student.
“Since the largest cost item of the program was covering the approximate $100 fee per student, the Ontario government wanted to test whether application rates would change if students received in-class assistance but were left to pay on their own.”
The authors state this as an assumption.
The program effects are actually equal for all versions of LifeAfterHighSchool with fee waivers.
“One possibility is that the program effects are actually equal for all versions of LifeAfterHighSchool with fee waivers, and that we can obtain a more precise estimate by combining the two samples.Assuming this, the program effect is a 2.3 percentage point increase in enrollment, with a standard error of 1.0 percentage points.”
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.
Vocational-student application increase conflicts with the stated final rate
MajorThe table gives a 16.7% control rate and a 33-percentage-point program effect, implying a 49.7% rate with the program. The text instead says the rate rose from 16.7% to 33.0%.
“Taking Gr12 Vocational 0.167 0.33 0.108 0.099 1,753”
“LifeAfterHighSchool doubles relative application and enrollment rates (from 16.7 to 33.0 percent for application rates, and from 10.8 to 20.7 percent for enrollment).”
Enrollment rate for high-grade graduates disagrees with the table
MinorFor graduates averaging at least 75%, the table reports a 66.8% control enrollment rate and a 4.4-percentage-point effect, implying 71.2%. The prose instead gives 70.2%.
“Those with grade averages at least 75 percent experience application increases from 77.7 to 88.6 percent and enrollment increases from 66.8 to 70.2 percent.”
“Grade Average>=75% 0.777 0.109 0.668 0.044 16,425”
Internal-staff enrollment standard error differs tenfold
MinorThe prose reports a standard error of 0.37 for the 0.031 estimate, while Table 7 reports 0.037 for that estimate.
“the estimate for the model with Internal staff + Fee waivers was 0.031 with a standard error of 0.37.”
“Internal Staff + 0.031 0.081 0.02 0.01 Fee waivers [0.037] [0.035]** [0.047] [0.034]”
Phase I application subcategories do not add to their total
MinorStudents who applied to a two-year college must fall into either the received-offer or no-offer category. The reported Phase I effects for those categories sum to 37.352 students per school, not the reported total effect of 35.29; the Phase II figures do add up.
Reported 35.29 · recomputed 37.352
“Applied to 35.29 33.332 2-year College [6.175]*** [10.675]***Applied and 36.32122.07 received offer [6.165]*** [10.546]**Applied and 1.031 11.262 received no offer”
Reported joint application rate exceeds either component rate
MinorFor all Grade 12 students in the control group, the table reports that 32.1% applied to both college and university, although only 22.7% applied to college at all. A joint rate cannot exceed either component rate.
“Applied to College and University 0.321 0.004 0.047 0.006 0.048 0.007”
“Applied to College 0.227 0.104 0.303 0.137 0.365 0.125”
No-fee-waiver model is described as both successful and ineffective
MinorOne passage attributes a 38.7-percentage-point application increase to the Internal Staff + No Fee Waivers model. The next passage says that same model had zero or negative effects; the table assigns the 38.7-point increase to Internal Staff + Fee waivers instead.
“Encouragingly, school staff in the 'Internal Staff + No Fee Waivers' group were able to increase applications by as much or more than schools that were provided facilitators and laptops.In particular, applications for students with no university-track courses in Grade 12 increased by 38.7 percentage points -almost double -at schools with no external help.”
“But the Internal Staff + No Fee Waivers model did not fare as well.Offering application assistance while still requiring students to pay the $100 fee had a zero, or even negative, impact on application rates.”
Two descriptions give different denominators for Table 9 Panel B
MinorThe discussion says Panel B divides counts by the number of Grade 12 students, while the later note says it divides them by the fraction of Grade 12 graduates. Those denominators are different quantities.
“In Panel B, the outcome variables are divided by Grade 12 school size (the number of Grade 12s in each school, calculated from Ministry of Education data) to convert the estimated effects into percentage point changes.”
“In Panel B the outcome variable is divided by the fraction of Grade 12 Graduates in that school, calcuated from Ministry of Education data.”
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Cited by
Sorted by citations
Education Technology: An Evidence-Based Review
Escueta, M., Quan, V., Nickow, A. J., & Oreopoulos, P. (2017) · doi:10.3386/w23744 · Cited by 389 · see citing works
Self-citationDynarski, S., Libassi, C., Michelmore, K. M., & Owen, S. (2021) · American Economic Review · doi:10.1257/aer.20200451 · Cited by 211 · see citing works
Upgrading Education with Technology: Insights from Experimental Research
Escueta, M., Nickow, A. J., Oreopoulos, P., & Quan, V. (2020) · Journal of Economic Literature · doi:10.1257/jel.20191507 · Cited by 205 · see citing works
Self-citationDynarski, S., Libassi, C., Michelmore, K. M., & Owen, S. (2018) · National Bureau of Economic Research · doi:10.3386/w25349 · Cited by 105 · see citing works
Behavioral Economics of Education
Lavecchia, A. M., Liu, H., & Oreopoulos, P. (2016) · Handbook of the Economics of Education · doi:10.1016/b978-0-444-63459-7.00001-4 · Cited by 89 · see citing works
Self-citationEvans, W. N., Kearney, M. S., Perry, B., & Sullivan, J. X. (2020) · Journal of Policy Analysis and Management · doi:10.1002/pam.22256 · Cited by 88 · see citing works
The Remarkable Unresponsiveness of College Students to Nudging And What We Can Learn from It
Oreopoulos, P., & Petronijevic, U. (2019) · National Bureau of Economic Research · doi:10.3386/w26059 · Cited by 85 · see citing works
“…Beattie et al. (2016) for the Personality Test, Dobronyi et al. (2019) for the Goal Setting exercise, Oreopoulos and Petronijevic (2018), Oreopoulos et al. (2018), and Oreopoulos et al. (2019) for the online and follow-up coaching exercises, and Logel et al. (in progress) for the mindset exercises.”
Self-citationKurokawa, H., Igei, K., Kitsuki, A., Kurita, K., Managi, S., Nakamuro, M., & Sakano, A. (2022) · Journal of Environmental Management · doi:10.1016/j.jenvman.2022.116612 · Cited by 77 · see citing works
A National‐Level Informational Experiment to Promote Enrollment in Selective Colleges
Gurantz, O., Howell, J., Hurwitz, M. D., Larson, C., Pender, M., & White, B. (2020) · Journal of Policy Analysis and Management · doi:10.1002/pam.22262 · Cited by 60 · see citing works
Hyman, J. (2019) · Journal of Policy Analysis and Management · doi:10.1002/pam.22155 · Cited by 55 · see citing works
Evans, W. N., Kearney, M. S., Perry, B., & Sullivan, J. X. (2017) · National Bureau of Economic Research · doi:10.3386/w24150 · Cited by 45 · see citing works
Llauró, A., Fonseca, D., Romero, S., Aláez, M., Lucas, J. T., & Felipe, M. M. (2023) · Heliyon · doi:10.1016/j.heliyon.2023.e17435 · Cited by 43 · see citing works
Behavioral barriers transitioning to college
French, R., & Oreopoulos, P. (2017) · Labour Economics · doi:10.1016/j.labeco.2017.05.005 · Cited by 38 · see citing works
Self-citationGuryan, J., Christenson, S., Cureton, A., Lai, I., Ludwig, J., Schwarz, C., Shirey, E., & Turner, M. C. (2021) · Journal of Policy Analysis and Management · doi:10.1002/pam.22264 · Cited by 38 · see citing works
“…8th-grade 3 A similar program of research seeks to understand the effectiveness of different levels of intensity for interventions for promoting college attendance and persistence for low-income students; see, for example, Bettinger and Evans (2019), Hyman (2019), and Oreopoulos and Ford (2019).”
Dual‐Credit Courses and the Road to College: Experimental Evidence from Tennessee
Hemelt, S. W., Schwartz, N. L., & Dynarski, S. (2019) · Journal of Policy Analysis and Management · doi:10.1002/pam.22180 · Cited by 36 · see citing works
Informing students about college: Increasing enrollment using a behavioral intervention?
Peter, F., Spieß, C. K., & Zambre, V. (2021) · Journal of Economic Behavior & Organization · doi:10.1016/j.jebo.2021.07.032 · Cited by 32 · see citing works
Addressing Non-Financial Barriers to College Access and Success: Evidence and Policy Implications
Dynarski, S., Nurshatayeva, A., Page, L., & Scott-Clayton, J. (2022) · doi:10.3386/w30054 · Cited by 38 · see citing works
Fulcher-Dawson, R., Kearney, M. S., & Sullivan, J. X. (2020) · SSRN Electronic Journal · doi:10.3386/w28046 · Cited by 29 · see citing works
“We refer interested readers to the review piece by Page and Scott-Clayton (2016) and recent studies by Barr and Castleman (2017), Oreopoulos and Ford (2019), Bird et al. (2019), Castleman and Page (2015), Page and Gehlbach (2017), and Carrell and Sacerdote (2017).”
Addressing nonfinancial barriers to college access and success: Evidence and policy implications
(2023) · Handbook of the Economics of Education · doi:10.1016/bs.hesedu.2022.11.007 · Cited by 21 · see citing works
Returns to Different Postsecondary Investments: Institution Type, Academic Programs, and Credentials
Lovenheim, M., & Smith, J. D. (2022) · National Bureau of Economic Research · doi:10.3386/w29933 · Cited by 25 · see citing works
How Managers Can Reduce Household Water Use Through Communication: A Field Experiment
Hodges, H., Kuehl, C., Anderson, S. E., Ehret, P. J., & Brick, C. (2020) · Journal of Policy Analysis and Management · doi:10.1002/pam.22246 · Cited by 22 · see citing works
What Limits College Success? A Review and Further Analysis of Holzer and Baum’s Making College Work
Oreopoulos, P. (2021) · Journal of Economic Literature · doi:10.1257/jel.20191614 · Cited by 17 · see citing works
Self-citationReturns to different postsecondary investments: Institution type, academic programs, and credentials
Lovenheim, M., & Smith, J. (2022) · Handbook of the economics of education · doi:10.1016/bs.hesedu.2022.11.006 · Cited by 16 · see citing works
You are Admitted! Early Evidence on Enrollment from Idaho’s Direct Admissions System
Odle, T. K., & Delaney, J. A. (2022) · Research in Higher Education · doi:10.1007/s11162-022-09675-x · Cited by 15 · see citing works
College Enrollment and Mandatory FAFSA Applications: Evidence from Louisiana
Deneault, C. (2023) · American Economic Journal Economic Policy · doi:10.1257/pol.20210360 · Cited by 13 · see citing works
Behavioral Barriers and the Socioeconomic Gap in Child Care EnrollmentPreprint
Hermes, H., Lergetporer, P., Peter, F., & Wiederhold, S. (2021) · SSRN Electronic Journal · doi:10.2139/ssrn.3921488 · Cited by 13 · see citing works
Social disparities in students’ intention to enter higher education during the COVID-19 pandemic
Stark, J., Daniel, A., & Twardawski, M. (2022) · PLoS ONE · doi:10.1371/journal.pone.0267978 · Cited by 13 · see citing works
Returns to Different Postsecondary Investments: Institution Type, Academic Programs, and CredentialsPreprint
Lovenheim, M., & Smith, J. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4080690 · Cited by 11 · see citing works
Application Barriers and the Socioeconomic Gap in Child Care Enrollment
Hermes, H., Lergetporer, P., Peter, F., & Wiederhold, S. (2024) · Journal of the European Economic Association · doi:10.1093/jeea/jvae054 · Cited by 10 · see citing works
Nudging Autonomous Learning Behavior: Three Field Experiments
Weijers, R., de Koning, B. B., Vermetten, Y., & Paas, F. (2023) · Education sciences · doi:10.3390/educsci13010049 · Cited by 13 · see citing works
“2023 , 13 , 49 3 of 22 (e.g., [30,31]) and many have been successful in this regard.”
BackgroundInformation Provision and Postgraduate Studies
Berkes, J., Peter, F., Spieß, C. K., & Weinhardt, F. (2022) · Economica · doi:10.1111/ecca.12416 · Cited by 9 · see citing works
Guryan, J., Christenson, S. L., Cureton, A., Lai, I., Ludwig, J., Schwarz, C., Shirey, E., & Turner, M. C. (2020) · National Bureau of Economic Research · doi:10.3386/w27661 · Cited by 7 · see citing works
Application Barriers and the Socioeconomic Gap in Child Care EnrollmentPreprint
Hermes, H., Lergetporer, P., Peter, F., & Wiederhold, S. (2021) · SSRN Electronic Journal · doi:10.2139/ssrn.3916643 · Cited by 7 · see citing works
Renée, L. (2025) · American Economic Journal Applied Economics · doi:10.1257/app.20230342 · Cited by 8 · see citing works
Behavioral Barriers and the Socioeconomic Gap in Child Care EnrollmentPreprint
Hermes, H., Lergetporer, P., Peter, F., & Wiederhold, S. (2021) · SSRN Electronic Journal · doi:10.2139/ssrn.3916665 · Cited by 6 · see citing works
Cavalletti, B., Corsi, M., Persico, L., et al. (2020) · Socio-Economic Planning Sciences · doi:10.1016/j.seps.2020.100945 · Cited by 5 · see citing works
Explaining domestic student enrolment growth in Australian private universities and colleges
Cardak, B. A., Brett, M., & Burt, S. K. (2022) · Research in Post-Compulsory Education · doi:10.1080/13596748.2021.2011503 · Cited by 5 · see citing works
Phillips, M., & Reber, S. (2022) · American Economic Journal Economic Policy · doi:10.1257/pol.20200515 · Cited by 5 · see citing works
Nguyen, T. H., Le, P. T., Nguyen, T. T. T., et al. (2024) · CTU Journal of Innovation and Sustainable Development · doi:10.22144/ctujoisd.2024.327 · Cited by 4 · see citing works
Understanding the Complexities of Experimental Analysis in the Context of Higher Education
Evans, B. J. (2021) · Higher education · doi:10.1007/978-3-030-44007-7_12 · Cited by 4 · see citing works
Experimental Estimates of College Coaching on Postsecondary Reenrollment
Turner, L. J., & Gurantz, O. (2024) · Education Finance and Policy · doi:10.1162/edfp_a_00430 · Cited by 3 · see citing works
Experimental Estimates of College Coaching on Postsecondary Re-enrollment
Turner, L., & Gurantz, O. (2024) · National Bureau of Economic Research · doi:10.3386/w32122 · Cited by 4 · see citing works
Australian Mobility Report Cards: Which Universities Admit the Most Disadvantaged Students?
Leigh, A. (2021) · Australian Economic Review · doi:10.1111/1467-8462.12430 · Cited by 2 · see citing works
Jabbari, J., Roll, S., Bufe, S., & McKay, J. (2022) · Journal of Behavioral and Experimental Economics · doi:10.1016/j.socec.2022.101864 · Cited by 2 · see citing works
Testing the Way Forward: The Impact of Statewide ACT or SAT Testing on Postsecondary Outcomes
Swiderski, T. (2024) · Educational Evaluation and Policy Analysis · doi:10.3102/01623737241241260 · Cited by 2 · see citing works
“…forms; increasing students’ awareness of their financial aid eligibility; and proactively admitting eligible students—can improve enrollment rates (Bettinger et al., 2012; Castleman et al., 2012, 2014; Castleman & Page, 2016; Dynarski et al., 2021; Odle & Delaney, 2022; Oreopoulos & Ford, 2019).”
Hyman, J. (2025) · Journal of Labor Economics · doi:10.1086/736154 · Cited by 1 · see citing works
Clearing up Transfer Admissions Standards
Shi, L. (2023) · The Journal of Human Resources · doi:10.3368/jhr.0721-11774r2 · Cited by 1 · see citing works
Segregation, Choices, and Inequality in Educational Outcomes: Evidence From Revealed Choice Data
Gelbgiser, D., & Alon, S. (2025) · Demography · doi:10.1215/00703370-11994413 · Cited by 2 · see citing works
The importance of a helping hand in education and in life
Gallego, F., Oreopoulos, P., & Spencer, N. (2025) · Journal of the Economic Science Association · doi:10.1017/esa.2024.2 · Cited by 1 · see citing works
Self-citationReimer, D., Olsen, A. S., Sortkær, B., & Thomsen, R. (2025) · Educational Evaluation and Policy Analysis · doi:10.3102/01623737251385527 · Cited by 2 · see citing works
“Therefore, we do expect the application process to play only a minor role in limiting student access to HE (as addressed in e.g., Bettinger et al., 2012; Oreopoulos & Ford, 2019).”
Sesale, E. L. (2025) · Community Development Journal · doi:10.33086/cdj.v9i2.7838 · Cited by 1 · see citing works
Understanding the Complexities of Experimental Analysis in the Context of Higher Education
Evans, B. J. (2020) · Higher education · doi:10.1007/978-3-030-43030-6_12-1 · Cited by 1 · see citing works
State-Level Common Application Policies and College Enrollment
Delaney, J. A., & Odle, T. K. (2024) · Education Finance and Policy · doi:10.1162/edfp_a_00439 · Cited by 1 · see citing works
One email to students: Can a light touch intervention make a difference?
Page, D., & Williams, T. (2024) · The Journal of Economic Education · doi:10.1080/00220485.2024.2430211 · Cited by 1 · see citing works
“However, large-scale nudging campaigns have proven ineffective in many settings (Oreopoulos and Petronijevic 2019; Oreopoulos and Ford 2019; Bird et al. 2021).”
First-Generation College Students: Persistence and Adaptability in Post-Secondary Institutions
Lewis, C. E. (2022) · doi:10.31390/gradschool_dissertations.5873 · Cited by 1 · see citing works
Application Barriers and the Socioeconomic Gap in Child Care EnrollmentPreprint
Hermes, H., Lergetporer, P., Peter, F., & Wiederhold, S. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4790783 · Cited by 1 · see citing works
Jabbari, J., Roll, S., Bufe, S., & Mckay, J. (2022) · Journal of Behavioral and Experimental Economics · doi:10.7936/a6vx-z721 · Cited by 3 · see citing works
Policy to Realize the Promise of Short-Cycle Programs
Ferreyra, M. M., Díaz, L. D., Urzúa, S., et al. (2021) · World Bank, Washington, DC eBooks · doi:10.1596/978-1-4648-1706-9_ch5
Employment rate, by educational attainment, 2018
(2022) · Higher education · doi:10.1787/60ee0611-en
How managers can reduce household water use through communication: A field experimentPreprint
Hodges, H., Kuehl, C., Anderson, S. E., et al. (2020) · doi:10.31234/osf.io/j5v6y
College Application Mistakes and the Design of Information Policies at ScalePreprint
Larroucau, T., Ríos, I., Fabre, A., & Neilson, C. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5387226
College Application Mistakes and the Design of Information Policies at ScalePreprint
Larroucau, T., Ríos, I., Fabre, A., & Neilson, C. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5404063
How Managers Can Reduce Household Water Use Through Communication: A Field ExperimentPreprint
Ehret, P. J., Kuehl, C., Hodges, H., Anderson, S., & Brick, C. (2025) · OSF Preprints (OSF Preprints)
Ren, X., & Zhang, S. (2026) · Acta Psychologica · doi:10.1016/j.actpsy.2026.107522
- Authors
- Oreopoulos, P., & Ford, R.
- Affiliations
- National Bureau of Economic Research (US)
- ORCID
- Oreopoulos, Philip
- Venue
- Journal of Policy Analysis and Management
- Publisher
- Wiley
- Published
- 2019-01-21
- Volume
- 38
- Issue
- 2
- Pages
- 426-454
- ISSN
- 0276-8739 (ISSN-L)
- 1520-6688
- OpenAlex
- W2414277173
- Cited by
- 65
- References
- 38
- Citations by year
- 2026: 2 · 2025: 9 · 2024: 8 · 2023: 7 · 2022: 13 · 2021: 9 · 2020: 9 · 2019: 3 · 2018: 1 · 2017: 3 · 2016: 1
- FWCI
- 22.93
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Policy Analysis and Management (publishedVersion)
- Funders
- Sugar Research and Development Corporation
- Topics
- Social Sciences › Education › Higher Education Research Studies
- Social Sciences › Education › School Choice and Performance
- Social Sciences › Safety Research › Career Development and Diversity
- Keywords
- college application process, college access, college-going rates, application assistance, high school seniors, low-performing schools, financial aid applications, college enrollment, school-based intervention, advanced coursework, gender differences, rural and urban schools
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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.
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