Difference between revisions of "SNAP and Other Federal Nutrition Programs"
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− | [[File:Haase6.jpg|400px|right|thumb|Supplemental Nutrition Assistance Program graphic. https://www.knoxseniors.org/snap/]] | + | [[File:Haase6.jpg|400px|right|thumb|Supplemental Nutrition Assistance Program graphic. <ref> Office on Aging. (n.d.). [https://www.knoxseniors.org/snap/ Supplemental Nutrition Assistance Program (SNAP) Outreach] </ref>]] |
− | One of the | + | One of the largest federal nutrition programs is the '''[https://www.fns.usda.gov/snap/supplemental-nutrition-assistance-program United States Department of Agriculture Supplemental Nutrition Assistance Program]''' ('''SNAP'''), formerly known as [https://en.wikipedia.org/wiki/Food_stamp "Food Stamps"], which aims to supplement needy households’ food budgets “so that they can purchase healthy food and move towards self-sufficiency.” <ref name="SNAP Official Website"> United States Department of Agriculture. (n.d.). Supplemental Nutrition Assistance Program (SNAP) | USDA-FNS. USDA Food and Nutrition Service. Retrieved March 18, 2021, from https://www.fns.usda.gov/snap/supplemental-nutrition-assistance-program </ref> This program reached 38 million people nationwide in 2019, of which more than 66% were in families with children; average monthly SNAP benefits for each household member ranged from $100-200 depending on location. <ref name=LaurenHall>Hall, L. (Jan. 12, 2021). [https://www.cbpp.org/research/food-assistance/a-closer-look-at-who-benefits-from-snap-state-by-state-fact-sheets “A Closer Look at Who Benefits from SNAP: State-by-State Fact Sheets”]. Center on Budget and Policy Priorities.</ref> Given that the U.S. population in 2019 was 328.46 million people,<ref>Plecher, Published by H. “United States - Total Population 2025.” Statista, 6 Jan. 2021, www.statista.com/statistics/263762/total-population-of-the-united-states/. </ref> this means that 11.57% of the U.S. population was enrolled in the SNAP assistant program in 2019. SNAP and other federal nutrition programs worldwide have information technology-related ethical implications because many use algorithms to determine individual and family eligibility. Ethical concerns include failure to meet needs, decision power, health concerns, and healthcare costs. This article also addresses related welfare program case studies. |
==Overview== | ==Overview== | ||
===Eligibility=== | ===Eligibility=== | ||
− | The determination of eligibility follows a set of strict federal rules. | + | The determination of eligibility follows a set of strict federal rules. To be eligible for benefits, a household’s income and resources must meet three core criteria: gross monthly income must be at or below 130 percent of the poverty line (which as of 2021 the federal poverty line income for a family of 4 is $26,500), <ref> “Poverty Guidelines.” ASPE, 16 Mar. 2021, aspe.hhs.gov/poverty-guidelines. </ref> net income must be at or below the poverty line, and assets must fall below certain limits. Additionally, there are certain groups of people who are not eligible for SNAP benefits regardless of their income, including individuals on strike, unauthorized immigrants, and some lawfully present immigrants. <ref name=cbpp>(Sept. 01, 2020).[https://www.cbpp.org/research/food-assistance/a-quick-guide-to-snap-eligibility-and-benefits “A Quick Guide to SNAP Eligibility and Benefits”]. Center on Budget and Policy Priorities.</ref> |
===A Note on COVID-19=== | ===A Note on COVID-19=== | ||
− | + | During the pandemic, the United States Center for Disease Control recommends avoiding public spaces to limit the risk of exposure to COVID-19. <ref name=cdc> (October 28, 2020). [https://www.cdc.gov/coronavirus/2019-ncov/daily-life-coping/deciding-to-go-out.html Deciding To Go Out]. United States Centers for Disease Control and Prevention.</ref> Many people have to rely on grocery delivery services, and very few online grocery delivery services will accept SNAP payments. This difficulty in using SNAP benefits during COVID-19 raises food security concerns for many individuals. <ref name=gingold>Gingold, Naomi. (April 30, 2020). [https://www.npr.org/2020/04/30/844361467/coronavirus-pandemic-complicates-getting-groceries-with-snap “Coronavirus Pandemic Complicates Getting Groceries with SNAP”]. NPR.</ref> | |
− | + | ==History== | |
+ | ===The College Student Hunger Act of 2019=== | ||
+ | [[File:Selected_Colleges'_Initiatives_to_Address_Student_Food_Insecurity.png|500px|right|thumb|GAO's Selected Initiatives to Address Student Food Insecurity. <ref> ''Gao-19-95'' (Jan 09, 2019). [https://www.gao.gov/products/gao-19-95 Food Insecurity:Better Information Could Help Eligible College Students Access Federal Food Assistance Benefits]. ''United States Government Accountability Office''. Retrieved April 02, 2021 </ref>]] | ||
+ | The ''College Student Hunger Act'' is a bill to amend the ''[https://www.fns.usda.gov/snap/food-and-nutrition-act-2008-enacted-december-20-2018 Food and Nutrition Act of 2008]'' to expand the eligibility of students to participate in the supplemental nutrition assistance program. <ref> “S. 2143 — 116th Congress: College Student Hunger Act of 2019.” www.GovTrack.us. 2019. April 2, 2021 <https://www.govtrack.us/congress/bills/116/s2143> </ref> The new bill will address student hunger by increasing low-income college students' ability to access SNAP, testing new ways SNAP can be administered on college campuses, and increasing awareness about student eligibility for SNAP. Specifically, the bill: <ref name="Hunger Act"> Elizabeth Warren (Jul 17, 2019). Press Release. [https://www.warren.senate.gov/newsroom/press-releases/senator-warren-and-representative-lawson-introduce-the-college-student-hunger-act-of-2019-to-address-hunger-on-college-campuses Senator Warren and Representative Lawson Introduce the College Student Hunger Act of 2019 to Address Hunger on College Campuses] ''Senate|Gov''. Retrieved April 2, 2021.</ref> <br> | ||
+ | * Increases low-income college students' ability to receive SNAP: Expands the list of criteria that permits low-income college students to apply for SNAP by allowing Pell Grant-eligible students and independent students to apply for benefits. It also lowers SNAP's 20 hours per week work requirement for college students to 10 hours. <ref name="Hunger Act"> </ref> <br> | ||
+ | * Increases outreach to eligible students: Requires the [https://en.wikipedia.org/wiki/United_States_Department_of_Education Department of Education] to notify low-income students who are eligible for a Pell Grant that they may be eligible for SNAP, and to refer them to states' SNAP application websites.<ref name="Hunger Act"> </ref> <br> | ||
+ | * Creates a SNAP student hunger pilot program: Requires the Departments of Agriculture and Education to run demonstration pilot projects to test ways to make SNAP more useful to college students. <ref name="Hunger Act"> </ref> <br> | ||
+ | * Increases awareness of student eligibility for SNAP: Implements the [https://en.wikipedia.org/wiki/Government_Accountability_Office U.S. Government Accountability Office's] recommendations by requiring the [https://en.wikipedia.org/wiki/United_States_Department_of_Agriculture Department of Agriculture] to increase awareness among states and colleges about student hunger, student eligibility for SNAP, and how states and colleges can help eligible students access and use their SNAP benefits. <ref name="Hunger Act"> </ref> | ||
+ | ===The Consolidated Appropriations Act 2021=== | ||
+ | Under regular SNAP rules, students enrolled at least half-time in an institution of higher education are ineligible for SNAP unless they meet one of the exemptions. However as a Covid-19 measure, the ''Consolidated Appropriations Act'' temporarily expands SNAP eligibility to allow students who either: <ref name="USDA news"> USDA Press Office (Feb 13, 2021). [https://www.ed.gov/news/press-releases/education-department-amplifies-usda-expansion-snap-benefits-help-students-pursuing-postsecondary-education-during-pandemic Education Department Amplifies USDA Expansion of SNAP Benefits to Help Students Pursuing Postsecondary Education During Pandemic] ''U.S. Department of Education''. Retrieved April 2, 2021</ref> <br> | ||
+ | * Are eligible to participate in state or federally financed work-study during the regular academic year, as determined by the institution of higher education; or <ref name="USDA news"> </ref> <br> | ||
+ | * Have an expected family contribution (EFC) of 0 in the current academic year. This includes students who are eligible for a maximum Pell Grant. <ref name="USDA news"> </ref> <br> | ||
+ | Beginning January 16, 2021, students who meet one of the two criteria outlined above may receive SNAP if they meet all other financial and non-financial SNAP eligibility criteria. The new, temporary exemptions will be in effect until 30 days after the COVID-19 public health emergency is lifted. <ref> ''Federal Student Aid'' (Feb 23, 2021). [https://fsapartners.ed.gov/knowledge-center/library/electronic-announcements/2021-02-23/snap-benefits-eligible-students-during-covid-19-pandemic-ea-id-general-21-11 SNAP benefits for eligible students during the COVID-19 pandemic (EA ID: GENERAL-21-11)] Retrieved April 2, 2021 </ref> | ||
==Ethical Concerns== | ==Ethical Concerns== | ||
===Failure to Meet Needs=== | ===Failure to Meet Needs=== | ||
− | There are many cases of individuals and families in need of food that do not qualify for SNAP based on the mass formula algorithm. More than 41 million people are [https://www.healthypeople.gov/2020/topics-objectives/topic/social-determinants-health/interventions-resources/food-insecurity#:~:text=Food%20insecurity%20is%20defined%20as,of%20money%20and%20other%20resources.&text=Very%20low%20food%20security%3A%20%E2%80%9CReports,patterns%20and%20reduced%20food%20intake.%E2%80%9D "food insecure"], meaning that they do not have consistent access to adequate food, and roughly 1 in 4 of these individuals are not likely to be eligible for programs such as SNAP. <ref name=KathrynVasel>Vasel, Kathryn. (May 30, 2018). [https://money.cnn.com/2018/05/30/news/economy/food-insecurity-food-banks/index.html “Too poor to afford food, too rich to qualify for help”]. CNN Business. | + | There are many cases of individuals and families in need of food that do not qualify for SNAP based on the mass formula algorithm. More than 41 million people are [https://www.healthypeople.gov/2020/topics-objectives/topic/social-determinants-health/interventions-resources/food-insecurity#:~:text=Food%20insecurity%20is%20defined%20as,of%20money%20and%20other%20resources.&text=Very%20low%20food%20security%3A%20%E2%80%9CReports,patterns%20and%20reduced%20food%20intake.%E2%80%9D "food insecure"], meaning that they do not have consistent access to adequate food, and roughly 1 in 4 of these individuals are not likely to be eligible for programs such as SNAP. This represents 12.5% of the U.S. population as of 2019.<ref>Ibid</ref> Having these hard guidelines for eligibility means that there are some cases where individuals miss the qualification by a few dollars over the limit. <ref name=KathrynVasel>Vasel, Kathryn. (May 30, 2018). [https://money.cnn.com/2018/05/30/news/economy/food-insecurity-food-banks/index.html “Too poor to afford food, too rich to qualify for help”]. CNN Business.</ref> Additionally many individuals that are on SNAP benefits struggle to make ends meet with the small allotment decided upon. Despite the algorithm determining they have sufficient funds; NPR gives specific examples of individuals with food security struggles. <ref name=gingold></ref> |
Due to changes in congressional power and presidency, there are amendments made to the existing eligibility requirements. One of the more recent changes cut off an estimated 700,000 unemployed people from food assistance provided by SNAP. <ref name=dickinson>Dickinson, Maggie. (December 10, 2019). [https://www.theatlantic.com/family/archive/2019/12/trump-snap-food-stamps-cuts/603367/ The Ripple Effects of Taking SNAP Benefits From One Person]. The Atlantic.</ref> This change targeted a group of people known as able-bodied adults without dependents. Taking support from some of those individuals can harm more than just them -- many of those people share their benefits with family or their social network and can create a ripple-effect from these cuts. | Due to changes in congressional power and presidency, there are amendments made to the existing eligibility requirements. One of the more recent changes cut off an estimated 700,000 unemployed people from food assistance provided by SNAP. <ref name=dickinson>Dickinson, Maggie. (December 10, 2019). [https://www.theatlantic.com/family/archive/2019/12/trump-snap-food-stamps-cuts/603367/ The Ripple Effects of Taking SNAP Benefits From One Person]. The Atlantic.</ref> This change targeted a group of people known as able-bodied adults without dependents. Taking support from some of those individuals can harm more than just them -- many of those people share their benefits with family or their social network and can create a ripple-effect from these cuts. | ||
− | + | It is not clear at this time whether SNAP eligibility determination specifically is automated. This lack of transparency is an ethical issue itself - there is no available information on how this formula is used in practice in terms of automation.<ref>Caswell, Julie A. “History, Background, and Goals of the Supplemental Nutrition Assistance Program.” Supplemental Nutrition Assistance Program: Examining the Evidence to Define Benefit Adequacy., U.S. National Library of Medicine, 23 Apr. 2013, www.ncbi.nlm.nih.gov/books/NBK206907/. </ref> | |
− | + | ||
− | + | ||
− | + | ===Racial Bias in the Decision Algorithm=== | |
− | + | There are deep historical roots of biases against the poor that characterize today’s “tools of digital poverty management”. These biases exist in information technologies and their corresponding algorithms, <ref name=Eubanks>Eubanks, V. (2017). Chapter 1 From Poorhouse to database. In Automating Inequality. NY: St. Martin’s Press.</ref> including SNAP. | |
− | + | ||
− | When algorithms, like the mass | + | These federal nutrition programs can be thought of in the context of “weapons of math destruction”. [https://en.wikipedia.org/wiki/Cathy_O%27Neil Cathy O’Neil], coiner of this term, says that these WMDs can combine data injustice and systemic inequality to trap poor people into negative feedback loops. O'Neil says math is demonstrated to be not only in the world’s problems but also fueling them, <ref name=CathyONeil>O’Neil, C. (2016). Introduction. In Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy. New York: Crown Publishing Group.</ref> and this math determines which individuals qualify for social benefits. This ethical concern of lack of inclusivity and representation aligns with O'Neil's concept of "weapons of math destruction" because not enough people are represented by the algorithm. <ref name=KathrynVasel></ref> Numbers such as income and assets make the difference between “food insecure” and food security. |
− | + | ||
+ | When algorithms, like the mass equations used in SNAP, do not consider possible biases by the humans who wrote them, the biases can have lasting effects. A study done by Obermeyer et al. found that commercial algorithms used by the U.S healthcare system continuously concluded that black patients were healthier than white patients. The algorithm was inherently incorrect because it used health costs as a proxy for health needs, and less money is spent on black patients with the same need. <ref name=health>Obermeyer, Z., Powers, B., Vogeli, C., & Mullainathan, S. (2019, October 25). [https://science.sciencemag.org/content/366/6464/447.abstract?casa_token=vatDAfV8NDMAAAAA%3ANHUxKrKQj5v2Xc-4hUiMpZGC7hml7BBKIs5RaC5cPdDK8OpjkFxOTFNuj5lXGGohjHe2KTXUSKWhtEo “Dissecting racial bias in an algorithm used to manage the health of populations.”]. ScienceMag.org. </ref> Context of the actual situation sometimes needs to be utilized instead of trusting an algorithm’s outcomes. With SNAP, individuals and families who are on the border are concluded as food secure when that is not the case. <ref name=gingold></ref> | ||
===Health Impacts=== | ===Health Impacts=== | ||
− | [[File:Haase5.png|400px|right|thumb|Gap in diet quality by socioeconomic status. https://www.heart.org/idc/groups/heart-public/@wcm/@adv/documents/downloadable/ucm_492637.pdf]] | + | [[File:Haase5.png|400px|right|thumb|Gap in diet quality by socioeconomic status. <ref> Policy Statement (Mar, 2017). [https://www.heart.org/idc/groups/heart-public/@wcm/@adv/documents/downloadable/ucm_492637.pdf Farm Bill Policy and the Supplemental Nutrition Assistance Program (SNAP)] ''American Heart Association|American Stroke Association''. </ref>]] |
− | + | Failure to meet qualifications for SNAP and other federal nutrition programs means that many individuals have to make the most of their money by skipping meals, buying the cheapest (processed) foods, and not having the support to purchase more expensive fresh foods such as fruits and vegetables. <ref name=KathrynVasel></ref> The current benefit maximum allotment is 115% of the June 2020 value of the [https://en.wikipedia.org/wiki/Thrifty_Food_Plan Thrifty Food Plan (TFP)], which is roughly $45 per week for males and $40 per week for females. <ref name=tfp>(July, 2020).[https://fns-prod.azureedge.net/sites/default/files/media/file/CostofFoodJun2020.pdf Official USDA Food Plans: Cost of Food at Home at Four Levels, U.S. Average, June 2020 1]. United States Department of Agriculture.</ref> | |
− | A review of 27 studies in 10 countries including the United States found that unhealthy food is on average $1.50 cheaper per day than healthy food. <ref name=rao>Rao, Mayuree, et. al. [https://bmjopen.bmj.com/content/3/12/e004277 "Do healthier foods and diet patterns cost more than less healthy options? A systematic review and meta-analysis"]. BMJ Journals, Accessed March 11, 2021. | + | A review of 27 studies in 10 countries including the United States found that "unhealthy" food is on average $1.50 cheaper per day than healthy food. Given the relative cost of processed and “healthy” foods, it is easier to meet daily nutritional needs by spending this little amount of money on "unhealthy" foods. These cheaper foods are less nutritious than the latter and can put individuals at higher risks for health problems. <ref name=rao>Rao, Mayuree, et. al. [https://bmjopen.bmj.com/content/3/12/e004277 "Do healthier foods and diet patterns cost more than less healthy options? A systematic review and meta-analysis"]. BMJ Journals, Accessed March 11, 2021.</ref> Davis' research has shown that the Thrifty Food Plan does not consider labor cost and is thus inadequate. Using a basic labor economics technique, the study determined that with labor included, the mean household falls short of the TFP health guidelines even with the determined monetary resources. <ref name=Davis>Davis, G., You, W. (April 2020). [https://academic.oup.com/jn/article/140/4/854/4743306 The Thrifty Food Plan Is Not Thrifty When Labor Cost Is Considered], The Journal of Nutrition, Volume 140, Issue 4, April 2010, Pages 854–857</ref> Children living in low-income families have worse health outcomes on average than other children on several indicators such as obesity and mental health. <ref name=Gupta>Gupta, R. P., de Wit, M. L., & McKeown, D. (2007). [https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2528796/ The impact of poverty on the current and future health status of children.] Pediatrics & child health, 12(8), 667–672. https://doi.org/10.1093/pch/12.8.667</ref> These negative health correlations with poverty levels are extended from these federal nutrition support programs. |
− | ===Cost of Food Insecurity=== | + | ===Food Deserts=== |
+ | The Food Empowerment Project defines food deserts as, "geographic areas where residents’ access to affordable, healthy food options (especially fresh fruits and vegetables) is restricted or nonexistent due to the absence of grocery stores within convenient traveling distance.".<ref>“Food Deserts*.” Food Empowerment Project, 2021, foodispower.org/access-health/food-deserts/. </ref> This problem compounds on the issue of health impacts mentioned above. Healthy food is not only more expensive, but also their availability is geographically limited. The scope of the problem can be seen here: “about 2.3 million people (or 2.2 percent of all US households) live more than one mile away from a supermarket and do not own a car.” <ref>“Access to Affordable and Nutritious Food: Measuring and Understanding Food Deserts and Their Consequences.” United States Department of Agriculture Economic Research Service. 2009. Retrieved 8/25/17 from https://www.ers.usda.gov/webdocs/publications/42711/12716_ap036_1_.pdf?v=41055</ref> There are many infrastructural issues with food security in America that the SNAPS assistance program fails to counteract. | ||
+ | |||
+ | ===Healthcare Cost of Food Insecurity=== | ||
[[File:ebott_snap2.png|400px|right|thumb|Graphs highlighting total medical costs for the food insecure population by state. <ref name=cdc2> Berkowitz SA, Basu S, Gundersen C, Seligman HK. [State-Level and County-Level Estimates of Health Care Costs Associated with Food Insecurity. Prev Chronic Dis 2019;16:180549. DOI: http://dx.doi.org/10.5888/pcd16.180549 </ref>]] | [[File:ebott_snap2.png|400px|right|thumb|Graphs highlighting total medical costs for the food insecure population by state. <ref name=cdc2> Berkowitz SA, Basu S, Gundersen C, Seligman HK. [State-Level and County-Level Estimates of Health Care Costs Associated with Food Insecurity. Prev Chronic Dis 2019;16:180549. DOI: http://dx.doi.org/10.5888/pcd16.180549 </ref>]] | ||
− | The failure to meet SNAP's qualifications leads to an increase in healthcare expenses for the left-out individuals on the border. In a longitudinal cohort study, the researchers showed that being food insecure was associated with significantly more emergency room visits, hospitalizations, and days hospitalized. <ref name=ncbi>Berkowitz, S., Seligman, H., Meigs, J., & Basu, S. (2018, September 10). [https://www.ajmc.com/view/food-insecurity-healthcare-utilization-and-high-cost-a-longitudinal-cohort-study “Food insecurity, healthcare utilization, and high cost: A longitudinal cohort study”]. </ref> The average cost of an emergency room visit in 2017 was $1,389. <ref name=cost>(Nov. 12, 2020).[https://www.debt.org/medical/emergency-room-urgent-care-costs/ “Emergency room vs. urgent care: Differences, costs & options”]. Debt.org.</ref> That price can be lower with insurance, but with high deductibles, the individual would still have to pay the full price if they haven’t reached their deductible. <ref name=ded>Hunt, Janet. (Mar. 03, 2021). [https://www.thebalance.com/average-cost-of-an-er-visit-4176166#citation-2 “Average Cost of an ER Visit”]<. The Balance.</ref> With these added costs, individuals who are food insecure had annual health care expenses that were $1834 higher than individuals who are food secure. The total median annual health care cost for food insecure individuals was $687,041,000. <ref name=cdc2> Berkowitz SA, Basu S, Gundersen C, Seligman HK. [State-Level and County-Level Estimates of Health Care Costs Associated with Food Insecurity. Prev Chronic Dis 2019;16:180549. DOI: http://dx.doi.org/10.5888/pcd16.180549</ref> | + | The failure to meet SNAP's qualifications leads to an increase in healthcare expenses for the left-out individuals on the border. In a longitudinal cohort study, the researchers showed that being food insecure was associated with significantly more emergency room visits, hospitalizations, and days hospitalized. <ref name=ncbi>Berkowitz, S., Seligman, H., Meigs, J., & Basu, S. (2018, September 10). [https://www.ajmc.com/view/food-insecurity-healthcare-utilization-and-high-cost-a-longitudinal-cohort-study “Food insecurity, healthcare utilization, and high cost: A longitudinal cohort study”]. </ref> The average cost of an emergency room visit in 2017 was $1,389. <ref name=cost>(Nov. 12, 2020).[https://www.debt.org/medical/emergency-room-urgent-care-costs/ “Emergency room vs. urgent care: Differences, costs & options”]. Debt.org.</ref> That price can be lower with insurance, but with high deductibles, the individual would still have to pay the full price if they haven’t reached their deductible. <ref name=ded>Hunt, Janet. (Mar. 03, 2021). [https://www.thebalance.com/average-cost-of-an-er-visit-4176166#citation-2 “Average Cost of an ER Visit”]<. The Balance.</ref> With these added costs, individuals who are food insecure had annual health care expenses that were $1834 higher than individuals who are food secure. The total median annual health care cost for food-insecure individuals was $687,041,000. <ref name=cdc2> Berkowitz SA, Basu S, Gundersen C, Seligman HK. [State-Level and County-Level Estimates of Health Care Costs Associated with Food Insecurity. Prev Chronic Dis 2019;16:180549. DOI: http://dx.doi.org/10.5888/pcd16.180549</ref> This is further evidence of Cathy O'Neil's supposed poverty negative feedback loops. |
− | These costs add an increased strain on food insecure individuals as compared to food secure individuals and | + | These costs add an increased strain on food insecure individuals as compared to food secure individuals and perpetuate the poverty cycle. Food insecurity is linked with poorer health outcomes, as well as higher health care costs. This cycle continues because there is a link between high health care needs and greater out-of-pocket costs and higher levels of food insecurity. <ref name=sonic> Sonik, R. A. (2019). [https://ajph.aphapublications.org/doi/full/10.2105/AJPH.2019.305252?casa_token=ayf9i7W4-t4AAAAA:dv4xRb7-MJH0a5Q6RKOwi5xvZzd9JIfLXo0A_kUUy2e56iLNY-jtA-5dHOTMXBExXagOSm5uxW_xzsQ “Health insurance and FOOD Insecurity: Sparking a Potential virtuous cycle”]. American Journal of Public Health, 109(9), 1163-1165. doi:10.2105/ajph.2019.305252 </ref> This cycle is especially difficult to break out of for children who grew up in poverty. Out of the children who experience moderate-to-high levels of poverty, 35% to 46% are also poor throughout early and middle adulthood. <ref name=pov> Wagmiller, R., & Adelman, R. (2009, November).[https://www.nccp.org/publication/childhood-and-intergenerational-poverty/ “Childhood and intergenerational poverty: The long-term consequences of growing up poor”]. National Center for Children in Poverty.</ref> |
+ | == Restrictions on Certain Items == | ||
+ | |||
+ | SNAP has been the largest form of food assistance within the United States federal government. However, in 2017, there was a discourse within the public health community and the state legislatures who suggested the benefits people received through SNAP should be limited. This includes items that are unhealthy food items such as sugar-sweetened beverages. The motivation for these suggestions on the food eligibility limitations were derived from health effects and morals. The result of these limitations on SNAP benefits would alter participant outcomes, reduce individual agency of low-income families and individuals, and adversely affect the lives of people who are enrolled in the SNAP benefits<ref name=Ethical imperatives against item restriction in the Supplemental Nutrition Assistance Program>Chrisinger, Benjamin W. (Apr. 07, 2017). [https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5973530/ “HHS Public Access”]</ref>. | ||
+ | |||
+ | The aim of suggesting these alterations to the SNAP benefits is to promote a healthier life. By purchasing healthier foods and drinks, it caters to a healthier life altogether<ref name=Ethical imperatives against item restriction in the Supplemental Nutrition Assistance Program>Chrisinger, Benjamin W. (Apr. 07, 2017). [https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5973530/ “HHS Public Access”]</ref>. Healthier food and beverage choices are a move in the direction to reducing impactful diseases like obesity, specially in vulnerable communities. However, vulnerable communities (Black and Brown communities<ref name=Obesity and Diabetes in Vulnerable Populations: Reflection on Proximal and Distal Causes>Candib, Lucy M., MD. (Jan. 06, 2008). [https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2094018/]</ref>), are often in Food Desert areas where limited amount of food options are available. Healthier foods also tend to be priced at a higher rate than the unhealthy alternative, thus resulting in the option that is better priced for consumption<ref name=Ethical imperatives against item restriction in the Supplemental Nutrition Assistance Program>Chrisinger, Benjamin W. (Apr. 07, 2017). [https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5973530/ “HHS Public Access”]</ref>. | ||
+ | |||
+ | The suggestions on restrictions for food items that can be purchased with the SNAP benefits required more research to understand the implications it may cause everyone that benefits from SNAP. By attending to the potential risks if these suggestions were accepted, there would be a decrease in individual agency within vulnerable populations<ref name=Ethical imperatives against item restriction in the Supplemental Nutrition Assistance Program>Chrisinger, Benjamin W. (Apr. 07, 2017). [https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5973530/ “HHS Public Access”]</ref>. | ||
+ | |||
+ | Additionally, the restrictions on SNAP purchases suggest it also focuses on the moral concerns of those suggesting this change. For example, SNAP prohibits alcohol purchases with SNAP benefits despite the majority of Americans consuming alcohol. On the other hand, agricultural products like seeds are allowed for purchase through SNAP. These options can be used for growing fruits and vegetables that encourages positive behaviors that SNAP and the USA federal government endorses<ref name=Ethical imperatives against item restriction in the Supplemental Nutrition Assistance Program>Chrisinger, Benjamin W. (Apr. 07, 2017). [https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5973530/ “HHS Public Access”]</ref>. | ||
==Case Studies== | ==Case Studies== | ||
===Indiana and IBM=== | ===Indiana and IBM=== | ||
− | [[File:Contact-support.jpg|thumbnail|Welfare applicants were met with many challenges in the application process and were often denied services for technical failures.]] | + | [[File:Contact-support.jpg|left|thumbnail|Welfare applicants were met with many challenges in the application process and were often denied services for technical failures. <ref> Eubanks, B. (May 27, 2015). [https://www.thenation.com/article/archive/want-cut-welfare-theres-app/ Want to Cut Welfare? There’s an App for That.] ''The Nation''. Retrieved April 02, 2021 </ref>]] |
− | In 2006, former Indiana governor Mitch Daniels announced a $1.34 billion plan for a welfare reform program that would partner with IBM to use artificial intelligence to streamline the application and fraud identification processes <ref name="Automating Inequality"> Eubanks, V. (2018). Automating inequality: how high-tech tools profile, police, and punish the poor. First edition. New York, NY: St. Martin's Press. </ref> <ref name="contract enforcement"> IBM Seeks Enforcement of Indiana Welfare Contract. (2010, May 18). Manufacturing Close-Up. Retrieved from https://bi.gale.com/essentials/article/GALE%7CA227232599?u=umuser&sid=summon </ref>. The goal was to create a more “fair” selection system and lower costs to taxpayers. Critics immediately advocated against the partnership, arguing | + | In 2006, former Indiana governor Mitch Daniels announced a $1.34 billion plan for a welfare reform program that would partner with IBM to use artificial intelligence to streamline the application and fraud identification processes <ref name="Automating Inequality"> Eubanks, V. (2018). Automating inequality: how high-tech tools profile, police, and punish the poor. First edition. New York, NY: St. Martin's Press. </ref> <ref name="contract enforcement"> IBM Seeks Enforcement of Indiana Welfare Contract. (2010, May 18). Manufacturing Close-Up. Retrieved from https://bi.gale.com/essentials/article/GALE%7CA227232599?u=umuser&sid=summon </ref>. The goal was to create a more “fair” selection system and lower costs to taxpayers. Critics immediately advocated against the partnership, arguing that welfare should not be privatized. Within nine weeks of the program’s start, the call centers were experiencing major interview scheduling issues and the number of vanishing personal verification documents (drivers licenses, passports, social security cards, etc.) was rising exponentially due to lack of digital organization. The program was also not providing the expected benefits, caseworkers became data monkeys (meaning they are running lots of useless data)<ref>“Data Monkey.” Urban Dictionary, 2003, www.urbandictionary.com/define.php?term=data+monkey. </ref> and their social work degrees were left unused during the program’s run. Furthermore, some of the caseworkers used their new expansive power over all applications to perpetrate fraud and receive unneeded benefits from the systems <ref name="Automating Inequality"/>. The increased fraud was estimated to cost Indiana taxpayers an estimated $100 million per program year. The system’s failure to keep track of applicant’s documents and records was blamed on applicants themselves. Many received notification of “failure to cooperate” and a denial of benefits <ref name="contract enforcement"/>. Three years into the failing program in October of 2009, Indiana canceled their contract with IBM and sued for 170 million USD in damages. IBM then countersued Indiana for $52.8 million for equipment costs. The state’s supreme court upheld a ruling of $78 million owed by IBM to the state of Indiana in September of 2018. Each side continues to blame each other for contract inaccuracies and failure to provide services; however, the victims of Indiana and IBM’s negligence were the state’s most needy citizens <ref> Callahan, R. (2018, September 28). Appeals court affirms ruling that IBM owes Indiana $78M. AP NEWS. https://apnews.com/article/36ba0562a02142e5adfe39518e2e0f85 </ref>. This came at a time of increased need for welfare services due to “deteriorating state and national economies and statewide national disasters” <ref name="contract enforcement"/>. |
− | + | ||
==References== | ==References== | ||
<references/> | <references/> |
Latest revision as of 15:24, 20 April 2021
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One of the largest federal nutrition programs is the United States Department of Agriculture Supplemental Nutrition Assistance Program (SNAP), formerly known as "Food Stamps", which aims to supplement needy households’ food budgets “so that they can purchase healthy food and move towards self-sufficiency.” [2] This program reached 38 million people nationwide in 2019, of which more than 66% were in families with children; average monthly SNAP benefits for each household member ranged from $100-200 depending on location. [3] Given that the U.S. population in 2019 was 328.46 million people,[4] this means that 11.57% of the U.S. population was enrolled in the SNAP assistant program in 2019. SNAP and other federal nutrition programs worldwide have information technology-related ethical implications because many use algorithms to determine individual and family eligibility. Ethical concerns include failure to meet needs, decision power, health concerns, and healthcare costs. This article also addresses related welfare program case studies.
Contents
Overview
Eligibility
The determination of eligibility follows a set of strict federal rules. To be eligible for benefits, a household’s income and resources must meet three core criteria: gross monthly income must be at or below 130 percent of the poverty line (which as of 2021 the federal poverty line income for a family of 4 is $26,500), [5] net income must be at or below the poverty line, and assets must fall below certain limits. Additionally, there are certain groups of people who are not eligible for SNAP benefits regardless of their income, including individuals on strike, unauthorized immigrants, and some lawfully present immigrants. [6]
A Note on COVID-19
During the pandemic, the United States Center for Disease Control recommends avoiding public spaces to limit the risk of exposure to COVID-19. [7] Many people have to rely on grocery delivery services, and very few online grocery delivery services will accept SNAP payments. This difficulty in using SNAP benefits during COVID-19 raises food security concerns for many individuals. [8]
History
The College Student Hunger Act of 2019
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The College Student Hunger Act is a bill to amend the Food and Nutrition Act of 2008 to expand the eligibility of students to participate in the supplemental nutrition assistance program. [10] The new bill will address student hunger by increasing low-income college students' ability to access SNAP, testing new ways SNAP can be administered on college campuses, and increasing awareness about student eligibility for SNAP. Specifically, the bill: [11]
- Increases low-income college students' ability to receive SNAP: Expands the list of criteria that permits low-income college students to apply for SNAP by allowing Pell Grant-eligible students and independent students to apply for benefits. It also lowers SNAP's 20 hours per week work requirement for college students to 10 hours. [11]
- Increases outreach to eligible students: Requires the Department of Education to notify low-income students who are eligible for a Pell Grant that they may be eligible for SNAP, and to refer them to states' SNAP application websites.[11]
- Creates a SNAP student hunger pilot program: Requires the Departments of Agriculture and Education to run demonstration pilot projects to test ways to make SNAP more useful to college students. [11]
- Increases awareness of student eligibility for SNAP: Implements the U.S. Government Accountability Office's recommendations by requiring the Department of Agriculture to increase awareness among states and colleges about student hunger, student eligibility for SNAP, and how states and colleges can help eligible students access and use their SNAP benefits. [11]
The Consolidated Appropriations Act 2021
Under regular SNAP rules, students enrolled at least half-time in an institution of higher education are ineligible for SNAP unless they meet one of the exemptions. However as a Covid-19 measure, the Consolidated Appropriations Act temporarily expands SNAP eligibility to allow students who either: [12]
- Are eligible to participate in state or federally financed work-study during the regular academic year, as determined by the institution of higher education; or [12]
- Have an expected family contribution (EFC) of 0 in the current academic year. This includes students who are eligible for a maximum Pell Grant. [12]
Beginning January 16, 2021, students who meet one of the two criteria outlined above may receive SNAP if they meet all other financial and non-financial SNAP eligibility criteria. The new, temporary exemptions will be in effect until 30 days after the COVID-19 public health emergency is lifted. [13]
Ethical Concerns
Failure to Meet Needs
There are many cases of individuals and families in need of food that do not qualify for SNAP based on the mass formula algorithm. More than 41 million people are "food insecure", meaning that they do not have consistent access to adequate food, and roughly 1 in 4 of these individuals are not likely to be eligible for programs such as SNAP. This represents 12.5% of the U.S. population as of 2019.[14] Having these hard guidelines for eligibility means that there are some cases where individuals miss the qualification by a few dollars over the limit. [15] Additionally many individuals that are on SNAP benefits struggle to make ends meet with the small allotment decided upon. Despite the algorithm determining they have sufficient funds; NPR gives specific examples of individuals with food security struggles. [8]
Due to changes in congressional power and presidency, there are amendments made to the existing eligibility requirements. One of the more recent changes cut off an estimated 700,000 unemployed people from food assistance provided by SNAP. [16] This change targeted a group of people known as able-bodied adults without dependents. Taking support from some of those individuals can harm more than just them -- many of those people share their benefits with family or their social network and can create a ripple-effect from these cuts.
It is not clear at this time whether SNAP eligibility determination specifically is automated. This lack of transparency is an ethical issue itself - there is no available information on how this formula is used in practice in terms of automation.[17]
Racial Bias in the Decision Algorithm
There are deep historical roots of biases against the poor that characterize today’s “tools of digital poverty management”. These biases exist in information technologies and their corresponding algorithms, [18] including SNAP.
These federal nutrition programs can be thought of in the context of “weapons of math destruction”. Cathy O’Neil, coiner of this term, says that these WMDs can combine data injustice and systemic inequality to trap poor people into negative feedback loops. O'Neil says math is demonstrated to be not only in the world’s problems but also fueling them, [19] and this math determines which individuals qualify for social benefits. This ethical concern of lack of inclusivity and representation aligns with O'Neil's concept of "weapons of math destruction" because not enough people are represented by the algorithm. [15] Numbers such as income and assets make the difference between “food insecure” and food security.
When algorithms, like the mass equations used in SNAP, do not consider possible biases by the humans who wrote them, the biases can have lasting effects. A study done by Obermeyer et al. found that commercial algorithms used by the U.S healthcare system continuously concluded that black patients were healthier than white patients. The algorithm was inherently incorrect because it used health costs as a proxy for health needs, and less money is spent on black patients with the same need. [20] Context of the actual situation sometimes needs to be utilized instead of trusting an algorithm’s outcomes. With SNAP, individuals and families who are on the border are concluded as food secure when that is not the case. [8]
Health Impacts
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Failure to meet qualifications for SNAP and other federal nutrition programs means that many individuals have to make the most of their money by skipping meals, buying the cheapest (processed) foods, and not having the support to purchase more expensive fresh foods such as fruits and vegetables. [15] The current benefit maximum allotment is 115% of the June 2020 value of the Thrifty Food Plan (TFP), which is roughly $45 per week for males and $40 per week for females. [22]
A review of 27 studies in 10 countries including the United States found that "unhealthy" food is on average $1.50 cheaper per day than healthy food. Given the relative cost of processed and “healthy” foods, it is easier to meet daily nutritional needs by spending this little amount of money on "unhealthy" foods. These cheaper foods are less nutritious than the latter and can put individuals at higher risks for health problems. [23] Davis' research has shown that the Thrifty Food Plan does not consider labor cost and is thus inadequate. Using a basic labor economics technique, the study determined that with labor included, the mean household falls short of the TFP health guidelines even with the determined monetary resources. [24] Children living in low-income families have worse health outcomes on average than other children on several indicators such as obesity and mental health. [25] These negative health correlations with poverty levels are extended from these federal nutrition support programs.
Food Deserts
The Food Empowerment Project defines food deserts as, "geographic areas where residents’ access to affordable, healthy food options (especially fresh fruits and vegetables) is restricted or nonexistent due to the absence of grocery stores within convenient traveling distance.".[26] This problem compounds on the issue of health impacts mentioned above. Healthy food is not only more expensive, but also their availability is geographically limited. The scope of the problem can be seen here: “about 2.3 million people (or 2.2 percent of all US households) live more than one mile away from a supermarket and do not own a car.” [27] There are many infrastructural issues with food security in America that the SNAPS assistance program fails to counteract.
Healthcare Cost of Food Insecurity
![](/images/thumb/b/b1/Ebott_snap2.png/400px-Ebott_snap2.png)
The failure to meet SNAP's qualifications leads to an increase in healthcare expenses for the left-out individuals on the border. In a longitudinal cohort study, the researchers showed that being food insecure was associated with significantly more emergency room visits, hospitalizations, and days hospitalized. [29] The average cost of an emergency room visit in 2017 was $1,389. [30] That price can be lower with insurance, but with high deductibles, the individual would still have to pay the full price if they haven’t reached their deductible. [31] With these added costs, individuals who are food insecure had annual health care expenses that were $1834 higher than individuals who are food secure. The total median annual health care cost for food-insecure individuals was $687,041,000. [28] This is further evidence of Cathy O'Neil's supposed poverty negative feedback loops.
These costs add an increased strain on food insecure individuals as compared to food secure individuals and perpetuate the poverty cycle. Food insecurity is linked with poorer health outcomes, as well as higher health care costs. This cycle continues because there is a link between high health care needs and greater out-of-pocket costs and higher levels of food insecurity. [32] This cycle is especially difficult to break out of for children who grew up in poverty. Out of the children who experience moderate-to-high levels of poverty, 35% to 46% are also poor throughout early and middle adulthood. [33]
Restrictions on Certain Items
SNAP has been the largest form of food assistance within the United States federal government. However, in 2017, there was a discourse within the public health community and the state legislatures who suggested the benefits people received through SNAP should be limited. This includes items that are unhealthy food items such as sugar-sweetened beverages. The motivation for these suggestions on the food eligibility limitations were derived from health effects and morals. The result of these limitations on SNAP benefits would alter participant outcomes, reduce individual agency of low-income families and individuals, and adversely affect the lives of people who are enrolled in the SNAP benefits[34].
The aim of suggesting these alterations to the SNAP benefits is to promote a healthier life. By purchasing healthier foods and drinks, it caters to a healthier life altogether[35]. Healthier food and beverage choices are a move in the direction to reducing impactful diseases like obesity, specially in vulnerable communities. However, vulnerable communities (Black and Brown communities[36]), are often in Food Desert areas where limited amount of food options are available. Healthier foods also tend to be priced at a higher rate than the unhealthy alternative, thus resulting in the option that is better priced for consumption[37].
The suggestions on restrictions for food items that can be purchased with the SNAP benefits required more research to understand the implications it may cause everyone that benefits from SNAP. By attending to the potential risks if these suggestions were accepted, there would be a decrease in individual agency within vulnerable populations[38].
Additionally, the restrictions on SNAP purchases suggest it also focuses on the moral concerns of those suggesting this change. For example, SNAP prohibits alcohol purchases with SNAP benefits despite the majority of Americans consuming alcohol. On the other hand, agricultural products like seeds are allowed for purchase through SNAP. These options can be used for growing fruits and vegetables that encourages positive behaviors that SNAP and the USA federal government endorses[39].
Case Studies
Indiana and IBM
![](/images/thumb/e/eb/Contact-support.jpg/300px-Contact-support.jpg)
In 2006, former Indiana governor Mitch Daniels announced a $1.34 billion plan for a welfare reform program that would partner with IBM to use artificial intelligence to streamline the application and fraud identification processes [41] [42]. The goal was to create a more “fair” selection system and lower costs to taxpayers. Critics immediately advocated against the partnership, arguing that welfare should not be privatized. Within nine weeks of the program’s start, the call centers were experiencing major interview scheduling issues and the number of vanishing personal verification documents (drivers licenses, passports, social security cards, etc.) was rising exponentially due to lack of digital organization. The program was also not providing the expected benefits, caseworkers became data monkeys (meaning they are running lots of useless data)[43] and their social work degrees were left unused during the program’s run. Furthermore, some of the caseworkers used their new expansive power over all applications to perpetrate fraud and receive unneeded benefits from the systems [41]. The increased fraud was estimated to cost Indiana taxpayers an estimated $100 million per program year. The system’s failure to keep track of applicant’s documents and records was blamed on applicants themselves. Many received notification of “failure to cooperate” and a denial of benefits [42]. Three years into the failing program in October of 2009, Indiana canceled their contract with IBM and sued for 170 million USD in damages. IBM then countersued Indiana for $52.8 million for equipment costs. The state’s supreme court upheld a ruling of $78 million owed by IBM to the state of Indiana in September of 2018. Each side continues to blame each other for contract inaccuracies and failure to provide services; however, the victims of Indiana and IBM’s negligence were the state’s most needy citizens [44]. This came at a time of increased need for welfare services due to “deteriorating state and national economies and statewide national disasters” [42].
References
- ↑ Office on Aging. (n.d.). Supplemental Nutrition Assistance Program (SNAP) Outreach
- ↑ United States Department of Agriculture. (n.d.). Supplemental Nutrition Assistance Program (SNAP) | USDA-FNS. USDA Food and Nutrition Service. Retrieved March 18, 2021, from https://www.fns.usda.gov/snap/supplemental-nutrition-assistance-program
- ↑ Hall, L. (Jan. 12, 2021). “A Closer Look at Who Benefits from SNAP: State-by-State Fact Sheets”. Center on Budget and Policy Priorities.
- ↑ Plecher, Published by H. “United States - Total Population 2025.” Statista, 6 Jan. 2021, www.statista.com/statistics/263762/total-population-of-the-united-states/.
- ↑ “Poverty Guidelines.” ASPE, 16 Mar. 2021, aspe.hhs.gov/poverty-guidelines.
- ↑ (Sept. 01, 2020).“A Quick Guide to SNAP Eligibility and Benefits”. Center on Budget and Policy Priorities.
- ↑ (October 28, 2020). Deciding To Go Out. United States Centers for Disease Control and Prevention.
- ↑ 8.0 8.1 8.2 Gingold, Naomi. (April 30, 2020). “Coronavirus Pandemic Complicates Getting Groceries with SNAP”. NPR.
- ↑ Gao-19-95 (Jan 09, 2019). Food Insecurity:Better Information Could Help Eligible College Students Access Federal Food Assistance Benefits. United States Government Accountability Office. Retrieved April 02, 2021
- ↑ “S. 2143 — 116th Congress: College Student Hunger Act of 2019.” www.GovTrack.us. 2019. April 2, 2021 <https://www.govtrack.us/congress/bills/116/s2143>
- ↑ 11.0 11.1 11.2 11.3 11.4 Elizabeth Warren (Jul 17, 2019). Press Release. Senator Warren and Representative Lawson Introduce the College Student Hunger Act of 2019 to Address Hunger on College Campuses Senate|Gov. Retrieved April 2, 2021.
- ↑ 12.0 12.1 12.2 USDA Press Office (Feb 13, 2021). Education Department Amplifies USDA Expansion of SNAP Benefits to Help Students Pursuing Postsecondary Education During Pandemic U.S. Department of Education. Retrieved April 2, 2021
- ↑ Federal Student Aid (Feb 23, 2021). SNAP benefits for eligible students during the COVID-19 pandemic (EA ID: GENERAL-21-11) Retrieved April 2, 2021
- ↑ Ibid
- ↑ 15.0 15.1 15.2 Vasel, Kathryn. (May 30, 2018). “Too poor to afford food, too rich to qualify for help”. CNN Business.
- ↑ Dickinson, Maggie. (December 10, 2019). The Ripple Effects of Taking SNAP Benefits From One Person. The Atlantic.
- ↑ Caswell, Julie A. “History, Background, and Goals of the Supplemental Nutrition Assistance Program.” Supplemental Nutrition Assistance Program: Examining the Evidence to Define Benefit Adequacy., U.S. National Library of Medicine, 23 Apr. 2013, www.ncbi.nlm.nih.gov/books/NBK206907/.
- ↑ Eubanks, V. (2017). Chapter 1 From Poorhouse to database. In Automating Inequality. NY: St. Martin’s Press.
- ↑ O’Neil, C. (2016). Introduction. In Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy. New York: Crown Publishing Group.
- ↑ Obermeyer, Z., Powers, B., Vogeli, C., & Mullainathan, S. (2019, October 25). “Dissecting racial bias in an algorithm used to manage the health of populations.”. ScienceMag.org.
- ↑ Policy Statement (Mar, 2017). Farm Bill Policy and the Supplemental Nutrition Assistance Program (SNAP) American Heart Association|American Stroke Association.
- ↑ (July, 2020).Official USDA Food Plans: Cost of Food at Home at Four Levels, U.S. Average, June 2020 1. United States Department of Agriculture.
- ↑ Rao, Mayuree, et. al. "Do healthier foods and diet patterns cost more than less healthy options? A systematic review and meta-analysis". BMJ Journals, Accessed March 11, 2021.
- ↑ Davis, G., You, W. (April 2020). The Thrifty Food Plan Is Not Thrifty When Labor Cost Is Considered, The Journal of Nutrition, Volume 140, Issue 4, April 2010, Pages 854–857
- ↑ Gupta, R. P., de Wit, M. L., & McKeown, D. (2007). The impact of poverty on the current and future health status of children. Pediatrics & child health, 12(8), 667–672. https://doi.org/10.1093/pch/12.8.667
- ↑ “Food Deserts*.” Food Empowerment Project, 2021, foodispower.org/access-health/food-deserts/.
- ↑ “Access to Affordable and Nutritious Food: Measuring and Understanding Food Deserts and Their Consequences.” United States Department of Agriculture Economic Research Service. 2009. Retrieved 8/25/17 from https://www.ers.usda.gov/webdocs/publications/42711/12716_ap036_1_.pdf?v=41055
- ↑ 28.0 28.1 Berkowitz SA, Basu S, Gundersen C, Seligman HK. [State-Level and County-Level Estimates of Health Care Costs Associated with Food Insecurity. Prev Chronic Dis 2019;16:180549. DOI: http://dx.doi.org/10.5888/pcd16.180549
- ↑ Berkowitz, S., Seligman, H., Meigs, J., & Basu, S. (2018, September 10). “Food insecurity, healthcare utilization, and high cost: A longitudinal cohort study”.
- ↑ (Nov. 12, 2020).“Emergency room vs. urgent care: Differences, costs & options”. Debt.org.
- ↑ Hunt, Janet. (Mar. 03, 2021). “Average Cost of an ER Visit”<. The Balance.
- ↑ Sonik, R. A. (2019). “Health insurance and FOOD Insecurity: Sparking a Potential virtuous cycle”. American Journal of Public Health, 109(9), 1163-1165. doi:10.2105/ajph.2019.305252
- ↑ Wagmiller, R., & Adelman, R. (2009, November).“Childhood and intergenerational poverty: The long-term consequences of growing up poor”. National Center for Children in Poverty.
- ↑ Chrisinger, Benjamin W. (Apr. 07, 2017). “HHS Public Access”
- ↑ Chrisinger, Benjamin W. (Apr. 07, 2017). “HHS Public Access”
- ↑ Candib, Lucy M., MD. (Jan. 06, 2008). [1]
- ↑ Chrisinger, Benjamin W. (Apr. 07, 2017). “HHS Public Access”
- ↑ Chrisinger, Benjamin W. (Apr. 07, 2017). “HHS Public Access”
- ↑ Chrisinger, Benjamin W. (Apr. 07, 2017). “HHS Public Access”
- ↑ Eubanks, B. (May 27, 2015). Want to Cut Welfare? There’s an App for That. The Nation. Retrieved April 02, 2021
- ↑ 41.0 41.1 Eubanks, V. (2018). Automating inequality: how high-tech tools profile, police, and punish the poor. First edition. New York, NY: St. Martin's Press.
- ↑ 42.0 42.1 42.2 IBM Seeks Enforcement of Indiana Welfare Contract. (2010, May 18). Manufacturing Close-Up. Retrieved from https://bi.gale.com/essentials/article/GALE%7CA227232599?u=umuser&sid=summon
- ↑ “Data Monkey.” Urban Dictionary, 2003, www.urbandictionary.com/define.php?term=data+monkey.
- ↑ Callahan, R. (2018, September 28). Appeals court affirms ruling that IBM owes Indiana $78M. AP NEWS. https://apnews.com/article/36ba0562a02142e5adfe39518e2e0f85