Maternal_Health

PRAMS Participation: Who’s In and Who’s missing?

Our PRAMS participation map indicates that total of 26 states contributed to the 2011 dataset, emphasizing geographic gaps that could bias national estimates.The map tells a different story: total 26 participatng states are reflected in the map, while others are missing. With lack of information on the particular states the information gap is windened. These gaps aren’t just state administrative—they’re deeply human. They effect mothers belonging to these specific states and show up in birth outcomes, missed checkups, and stressful pregnancies. It shows that ensuring universal PRAMS participation would strengthen the U.S. maternal health surveillance infrastructure and improve the ability to detect and respond to disparities in real-time.

State-by-State Medicaid Coverage for Maternal Care

The analysis shows significant state-level disparities among PRAMS participating states, highlighting where Medicaid expansion and outreach efforts have been more successful like Oklahoma, Arkansas. States with higher Medicaid coverage likely have stronger maternal health policies, while states with lower rates signal potential gaps in access. Strengthening Medicaid eligibility and enrollment could directly improve maternal and infant health outcomes.

Medicaid Coverage: A Patchwork of Prenatal Access

Where you live shouldn’t decide how healthy your pregnancy is—but right now, it does. This visual shows how Medicaid coverage for prenatal care varies wildly from state to state. Some states are doing the work—expanding coverage, reaching moms early, and laying the groundwork for healthier births. Others? Not so much.

Where You Live Matters for Maternal Health

This map shows stark state-level differences in Medicaid prenatal coverage. States that go big on coverage tend to go big on healthier outcomes too. When Medicaid kicks in early, so does a healthier start for moms. This also shows that states with higher Medicaid coverage are likely to have higher prenatal coverage as well. With Oklahoma and Arkansas leading expansion.

Early Prenatal Care Associated with Pre-Pregnancy Behaviors

Maternal health doesn’t start at the first prenatal visit; it begins before getting pregnant. Increased Medicaid access can support women’s prenatal health for successful pregnancy and postpartum health. There is a direct correlation between prenatal health behaviors and positive maternal health outcomes. Access to timely nutrition and medication can directly impact mother and child health. Certain conditions, such as pre-pregnancy obesity and diabetes, can significantly exacerbate poor maternal health. However, women’s health behaviors, including medication adherence, smoking cessation, and weight management, are critical factors that influence positive maternal health outcomes.

Most Moms-to-be Miss the Memo in daily vitamin intake

Taking a daily multivitamin before pregnancy helps improve the health of mothers and babies and reduces complications. However, in 2011, many women were unaware of this, and the goal of 40% daily use was not met in many states. Barriers like limited healthcare access, lack of nutrition information, and gaps in Medicaid coverage contribute to the problem. Women without insurance often miss early advice about starting vitamins.

Hey there! I’m Iqra, a grad student at Rice University, by way of pharmacy, and a deep curiosity for all things health and policy for women and girls.

For my final project in SOPE 512: Coding Software & Data Collection Methods I worked with PRAMS data which was extremely meaningful not just because it’s real, but because it represents moms, care, the stories and the struggles that too often get missed in spreadsheets. This project let me explore how Medicaid policies shape real outcomes and it’s made me even more curious about using data to push for health equity especially for the under-served communities in developed countries like the U.S.

Big thanks to Steven Perry, who makes R feel a little less intimidating and reminds us that data can (and should) tell a human story.

And when I’m not digging into maternal health stats? I’m probably exploring fictional datasets about dinosaur sightings, zombie apocalypse survival rates, or anything that lets me mix numbers with imagination 🧟🦖📊. To stay connected feel free to reach out on LinkedIn!

Thanks for reading!

Maternal Health Access, Equity and Quality in the U.S - PRAMS 2011

Introduction

Note: Data excludes non-reporting states and treats New York and NYC separately, concluding state level data patterns of participating states following CDC guidelines. The data was created by the Centers of Disease Control through the PRAMS Stat Data 2011 and collected from cdc/data.world.