Introduction

via GIPHY

Sexual health is still a taboo topic across the United States. The openness in conversations about this topic vary by state, community, family, and even individual. As a result, students across the nation have vastly different sexual education experiences: some like the above scene in Mean Girls and others more comprehensive.

This inconsistency and inequity in sexual education requirements across the nation is not only awkward but can also be consequential for teens. Like an accounting course prepares students for future finances and English classes helps students communicate better, sexual education helps students navigate their sexuality and safely engage in sexual activity. Without sexual education, students are less prepared to manage their sexual and reproductive health and behavior, which can lead to unwanted pregnancy and sexually transmitted diseases (STDs).

Given how consequential sexual education can be to teenagers, we investigated how sexual education impacts certain health outcomes. The general effectiveness of sexual education is a broad topic, so we narrowed in on the following questions:

Research Questions

  1. How do state sexual health education mandates affect student health outcomes?
  2. What groupings form based on health outcomes?
  3. Do state education mandates correspond to the policies schools enact and the material teachers choose to emphasize?
  4. How do school policies and teachers’ choices affect student health outcomes?

Data

To answer these questions, we collected the following data:

  • Statewide Education Mandates: To assess how effective statewide sexual education mandates are, we need to know what each state requires as a minimum of all high school sex ed programs. We collected this data from a Guttmacher Institute survey last updated November 1, 2020, which noted if each state requires of sex ed programs to have certain characteristics.

  • Percent of High Schools in State with Certain Sex Ed Programs: Even with statewide sex ed mandates, not all schools within the same state will offer similar sex ed programs.To examine what a state’s schools actually do, we collected data from the CDC. In 2017, the CDC surveyed high schools across the nation about what their school’s sex ed curriculum entailed. The CDC then reported what percent of high schools in a state teach certain topics.

  • Sexual Behaviors: One way we assess the effectiveness of these sex ed programs is through what students acutally do. The aforementioned CDC 2017 survey report offered us this information (such as what percent of students in a state have had sexual intercourse with at least 4 partners).

  • Health Outcomes: We also looked at related student health outcomes (such as chlamydia cases and number of teenage pregnancies) to measure the effectiveness of sex ed programs. We collected this information from the Centers for Disease Control and Prevention’s 2018 STD Surveillance Report, as reported by Alarms.org. We combined information from Alarms.org with data from Power to Decide about teen birth rate among girls ages 15-19.

More information about what the data represents or how it was collected by these sources can be found through the above hyperlinks. Further information about the data used can also be found on the following table:

Variable Definition
Sex Ed Mandated Sex education is mandated in some capacity in the state
HIV Ed Mandated HIV education is mandated in some capacity in the state
Age Appropriate When provided, sex or HIV education must be age-appropriate
Culturally Appropriate/Unbiased When provided, sex or HIV education must be culturally appropriate/unbiased
Cannot Promote Religion When provided, sex or HIV education cannot promote religion
Parents Notified …that sex education is occurring
Parental Consent …is required for sex education
Opt-Out Parents can choose to opt-out of sex education for their child
Sex Ed Contraception When provided, sex education must cover contraception
Sex Ed Abstinence When provided, sex education must emphasize abstinence
Sex Ed Marriage When provided, sex education must emphasize the importance of sex only within marriage
Sex Ed Orientation When provided, sex education must cover sexual orientation
Sex Ed Negative Outcomes When provided, sex education must cover the possible negative outcomes of sex
HIV Ed Condoms When provided, HIV education must provide condoms
HIV Ed Abstinence When provided, HIV education must cover or stress abstinence

How do state sexual health education mandates affect student health outcomes?

Are stricter mandates effective in changing student decision-making and improving health outcomes?

Here, we explore the relationship between statewide health education mandates and metrics of student health and well-being, as well as indicators of student behavior that mandates intend to shape.

We want to point out some notable displays:

Education Mandate Health Outcome Interesting Insight
Sexual decision making and self-discipline % students intoxicated Suggests that education on sexual decision making may not be effective, since the 5 states in which students are most likely to have been intoxicated during their last sexual encounter do mandate this type of education.
Sex Ed Marriage % students with four or more partners The three states in which the most students have had four or more sexual partners also mandate sex ed that emphasises waiting for marriage to have sex.

There seems to be a disconnect between the severity of a state’s education mandates and its related student health outcomes. Of course, lurking variables are at play: other variables besides health education correlate with geographic location and affect student health, including environmental factors, food, alcohol, and tobacco culture, and access to outdoor space for exercise. We next use spatial data to explore the relationships between geography and state mandates and geography and student health metrics.

What can spacial data show us about potential regional differences in mandates and outcomes?

Though there is not an obvious relationship between mandates and health outcomes across all fifty states, we wonder if regional patterns arise. Are mandates and health outcomes more closely related when we focus on a particular region?

Education Mandate Health Outcomes Interesting Insight
Medically Accurate Births per 1k Girls This map reveals both the underlying regional variations in Births per 1k Girls, as well as some correlations between the medically accurate mandate with NC and VA showing relatively low numbers of births in the context of their region.
Sex Ed Abstinence Births per 1k The majority of states have this mandate, with a particular concentration in the south. It should also be noted that the New England states with the lowest birth rate among girls all only mandate coverage, but not a stress on absitence. However, the states with the highest birth rates among girls, in the south, all mandate a stress on abstience.
Sex Ed Contraception Births per 1k This mandate runs somewhat in contrast to the previous one, requiring that sex ed provided in the state provide education on contraception. This mandate is also interesting because it goes against some of the regional trends in mandates. All of the states with the highest birth rates among girls ( > 25/1k), did not mandate contraception be covered. We did note that it is a possiblity that the mandate in some of the southern states may be in response to high birth rates among girls.

There may be some regional patterns we can pull out; for example, maybe a stress on abstinence is particularly ineffective in the south, while coverage of abstinence works well in the northeast. But, these relationships are not overwhelmingly clear. In the future, we might want to plot state mandates on one map and health outcomes on another for a side-by-side comparison to confirm what we find here. For now, we make the tentative conclusion that mandates do not have a powerful effect on student health outcomes.

However, it seems to us that schools’ empowering students to make informed choices likely does have some effect on their well-being, contrary to what our visualizations regarding mandates suggest. Therefore, we were motivated to look next at education practices - what actually happens inside schools - to see if they align with mandates. If practices and mandates do not coincide, that may explain why we don’t see a clear effect of mandates on student health outcomes.

Do state education mandates correspond to the policies schools enact and the material teachers choose to emphasize?

How do statewide mandates and that state’s high schools’ sex ed programs compare?

States mandate certain minimum requirements for secondary schools’ sex ed programs; however, schools can decide how they will comply with the mandate and whether they will enact policies that embrace or go beyond its requirements. Further, teachers harbor their own personal attitudes toward the material and have agency over how they will convey it. Here we investigate the overlap between mandates and the programs that educators put into practice.

Education Mandate Resource Offered by High Schools Interesting Insight
HIV Ed Mandated Increased Student Knowledge on HIV Prevention Here we can see that an HIV mandate decreases the variance and increases the mean of the percentage of teachers in a state that actively tried to increase knowledge on HIV prevention.
Sex Ed Orientation Increased Student Knowledge on Sexuality Without a mandate (coded as 0) and with a mandate (coded as 1), the percentage of teachers that tried to increase knowledge on human sexuality is highly concentrated from 70-90%. Due to the high variance in the percentage among states without a mandate, the mean percentage is lower in states without a mandate.

We see some preliminary evidence that mandates have a small effect on teacher practices. Plotting the data another way helps us pull out other insights:

Education Mandate Practice/Behavior Interesting Insight
Sex Ed Mandated Provided Educators with Strategies There are 8 states in which sex ed is mandated but in which fewer than 70% of schools provide teachers strategies for teaching sex ed. This demonstrates that mandates still leave open the possibility of a large amount of teacher discretion.

There is evidence that mandates may have a slight influence on school policies and teachers’ commitment to the material. Importantly, we cannot see whether this is a causal affect; maybe teachers in states that are more likely to have a mandate are also more likely to buy-in to this material even without a mandate. The apparent weakness of the correlation suggests a large amount of discretion is left to schools and teachers. Is it schools’ and teachers’ decisions, rather than state law, that influence health outcomes?

Are school policies and teachers’ efforts good indicators of good health outcomes?

It seems plausible that educators’ enthusiasm for the material corresponds to student health in a way that mandates do not. To investigate this idea, we’ve plotted school policies and teacher practices against health outcomes.

Education Mandate Resource Offered by High Schools Interesting Insight
Increased Student Knowledge on STD Prevention STD Index This display provides some evidence that teachers’ efforts to improve students’ knowledge on STD prevention improves their ability to protect themselves from STDs.
Increased Student knowledge on HIV Prevention HIV Per 100K Similarly, this display tells an optimistic story about teachers’ ability to help students protect themselves from HIV.

It is important to not that any apparent correlation here cannot be said to be a causal effect.

Conclusions

Limitations

Before we can draw any conclusions from our data and visualizations, we must first acknowledge the limitations of this data.

The first is that, because we drew different variables from different sources, some data points don’t reflect data from the same year. While some sources are from an ambiguous time period, most are from the years 2017-2019. Presumably, our variables haven’t changed in a drastic way in this short period, though they could have.

Another limitation is that our metrics of school practices and teacher attitudes relied on self-reporting from states. States seem to differ in their infrastructures for collecting this information; for example, Colorado seemed to estimate their metrics, presenting a wide range of which we decided to take the mean. The disparity in states’ care and caution in collecting information is likely not independent from their mandates, policies, and practices regarding sex ed, and for this reason this could be a significant limitation.

Findings and Recommendations

Keeping these limitations in mind, we can make a few primary conclusions responsive to our research questions.

  1. Statewide sexual health education mandates do not seem to correlate with student’s health outcomes.

  2. We cannot definitively say if there is a causal effect, but we think Conclusion 1 may be true in part because sexual health education mandates do not exactly predict what actually occurs in schools in particular states. School policies and teachers’ desire to emphasize the material seem to be independent from mandates.

  3. While strict mandates don’t correspond to better health outcomes, there is strong evidence that teachers’ buy-in to the material do correspond to better health outcomes. In particular, there seems to be a strong effect of teacher practices regarding STD and HIV prevention in decreasing STD and HIV rates (though we cannot assume this is a causal relationship.) On the other hand, schools that provide sex ed teachers the materials they need, going beyond state mandate guidelines, have not seen the reward of better student health outcomes.

Recommendations

We would recommend the following to state legislators, schools, or educators looking to improve the student health outcomes in their state.

  1. Initiatives that increase teacher buy-in, confidence, and comfort with the material will have the most significant impact on student health outcomes. It might be useful to put mediated teacher groups together, in which teachers can talk about the material, share their feelings about their responsibility to present it to students in an engaging way, and swap ideas about techniques.

  2. A focus on the efficacy of the strategies schools provide to teachers has the potential to go a long way, since states in which these strategies are most likely to be implemented also see high STD infection rates.

Generally, mandates less efficacious than might be expected, and efforts to improve student health should focus on the policies and practices exhibited in schools.

Citations

Data

Alarms.org. “Sexually Transmitted Diseases by State.” National Council For Home Safety and Security, 17 Feb. 2020, www.alarms.org/std-statistics/.

Guttmacher Institute. “Sex and HIV Education.” Guttmacher Institute, 2 Nov. 2020, www.guttmacher.org/state-policy/explore/sex-and-hiv-education.

“Teen Birth Rate Comparison, 2018: Power to Decide.” Teen Birth Rate Comparison, 2018 | Power to Decide, 2020, powertodecide.org/what-we-do/information/national-state-data/teen-birth-rate.

U.S. Department of Health & Human Services. “State School-Based Health Education Law Summary Reports.” Centers for Disease Control and Prevention, Centers for Disease Control and Prevention, 20 June 2018, www.cdc.gov/healthyyouth/policy/state_law_summary_reports.html.

Packages

Sievert C (2020). Interactive Web-Based Data Visualization with R, plotly, and shiny. Chapman and Hall/CRC. ISBN 9781138331457, [https://plotly-r.com] (https://plotly-r.com).

Wickham H, Averick M, Bryan J, Chang W, McGowan LD, François R, Grolemund G, Hayes A, Henry L, Hester J, Kuhn M, Pedersen TL, Miller E, Bache SM, Müller K, Ooms J, Robinson D, Seidel DP, Spinu V, Takahashi K, Vaughan D, Wilke C, Woo K, Yutani H (2019). “Welcome to the tidyverse.” Journal of Open Source Software, 4(43), 1686. doi: [https://joss.theoj.org/papers/10.21105/joss.01686] (https://joss.theoj.org/papers/10.21105/joss.01686).

Winston Chang, Joe Cheng, JJ Allaire, Yihui Xie and Jonathan McPherson (2020). shiny: Web Application Framework for R. R package version 1.5.0. https://CRAN.R-project.org/package=shiny

Original S code by Richard A. Becker, Allan R. Wilks. R version by Ray Brownrigg. Enhancements by Thomas P Minka and Alex Deckmyn. (2018). maps: Draw Geographical Maps. R package version 3.3.0. https://CRAN.R-project.org/package=maps