Client: NA
Goal: Build a Shiny App
Impact: Create an interactive dashboard that tells a data story
Turnaround: 2.5 weeks (Jan 2021)
Programming Language: R
Analytical Methods: Descriptive analytics
Tools: RStudio, Shiny, tidycensus, tidyverse, plotly
My roles: Independent project - decided on topic; proposed data questions; retrieved and cleaned data; designed methodology; built and designed Shiny app; retrieved and synthesized outside information for context; presented findings
Created a dashboard that provides an introduction to the refugee resettlement process in the U.S.
In addition to giving a big picture view of the resettlement process, this interface allows users to explore community characteristics in 8 cities that are likely to influence resettlement experiences for Somali refugees in the U.S.
Pulled and created visualizations for data from the Census Bureau, U.S. Department of State, and the FBI using R
Atlanta, GA (DeKalb County), an initial resettlement location, has a higher proportion of people who racially identify as Black than any of the secondary migration locations listed.
Qualitative and quantitative research findings and analyses from other sources show an outflow of Somali refugees from Atlanta, GA to cities with higher proportions of people who racially identify as White (e.g., Minneapolis in Hennepin County, MN and Lewiston in Androscoggin County, ME).
Remaining questions: Does race meaningfully impact the ways in which resettled Somali refugees socially and economically integrate into a community? If so, how?
Qualitative studies have shown that some Somali refugees have moved to Lewiston, ME (Androscoggin County) from Clarkston, GA (DeKalb County) because it is safer.
When comparing incidences of crime in Maine and Georgia, this appears to be the case in every area except reports of rape. Whether looking at 2009 or 2019 data, Maine reports higher occurrences of this specific indicator of crime and safety.
Remaining questions: Are the differences we observe here statistically significant? And might perceptions of safety differ based on an individual’s gender or family composition? Would additional county or city-level crime data paint a different picture?
Population migration data show resettled Somali refugees moving from larger cities like Dallas, TX (Dallas County) and Seattle, WA (King County) to St. Cloud, MN (Stearns County).
Compared to Dallas and Seattle, St. Cloud was less racially diverse, had higher unemployment rates for people racialized as Black, but a higher proportion of foreign-born Africans within its immigrant population in 2019.
Remaining questions: Given that Minneapolis is categorized as a more established gateway city for immigrants and refugees, what could be driving Somalis to St. Cloud? What other community and state-level factors could play a role in this observed trend?
Valuable research is being done on algorithms that can be used to resettle refugees in locations that are more likely to lead to faster economic integration. What other community characteristics matter as resettled refugees pursue integration and belonging in a new country? The preliminary analyses explored in this app address and spark questions that move us toward a larger line of inquiry: are the differences in locations meaningfully different in ways that influence resettled refugees' decisions to move in pursuit of economic opportunity, social integration, and belonging? The types of questions prompted by the quick comparisons here should be addressed in order to holistically improve the effectiveness of refugee resettlement processes for individuals and communities alike.
Additional research in this area can be both more in-depth (focusing on Somali refugees in particular and the different ethnic groups within this community), and broader (exploring how navigating resettlement differs for refugees from other countries of origin). Energy should also be dedicated to people within resettlement communities, the other side of the resettlement relationship. For cities and towns concerned about newcomers leaving, what (if anything) can be done to better help them retain refugee and immigrant populations? For places that are unhappy about the influx of newcomers that they are receiving, what (if anything) can be done to address their concerns? Overall, the integration process is a group effort. My hope is that our research, policies, and efforts operate with this reality in mind.
For more details and to see my code, check out this project's repo