Schedule
There are no books to purchase for this class. All readings are either freely available or will be shared on slack. For each week, you should complete the assigned reading before coming to class; these will frame our discussion and inform our work. There are three types of reading: (1) research about the child welfare system and racial disparity, (2) scholarship on data and methods, primarily with a focus on using data responsibly and ethically, (3) resources on using R, included as additional support, but not a focus of discussion. We will spend time in class – about an hour each in weeks 1-3, and 30-45 minutes in weeks 4-7 – demonstrating multiple ways of using R for our work.
2/17 The Child Welfare System, Learning by Doing, Data as Power
For apart from inquiry apart from the praxis, individuals cannot be truly human. Knowledge emerges only through invention and re-invention, through the restless, impatient, continuing, hopeful inquiry, human beings pursue in the world, with the world, and with each other. - Paulo Freire, Pedagogy of the Oppressed
Readings:
Reference/Resource:
Assignment (due by noon 2/24):
2/24 Local Context/Past Work, Understanding our Data, Data Provenance and Processing
Moreover, I am cognizant of the interrelatedness of all communities and states. I cannot sit idly by in Atlanta and not be
concerned about what happens in Birmingham. Injustice anywhere is a threat to justice everywhere. We are caught in an
inescapable network of mutuality, tied in a single garment of destiny. Whatever affects one directly affects all
indirectly. - Martin Luther King, Jr., Letter from Birmingham Jail
Readings:
Reference/Resource:
Assignment (due by noon 3/2):
3/2 Local Context/Past Work, Understanding our Data, Algorithms and Data Science
If you have come here to help me, you are wasting your time. But if you have come because your liberation is bound up with mine, then let us work together. - Aboriginal activists group, Queensland, 1970s
Readings:
- Public Interest Data Lab. August 2019. Charlottesville Foster Care Study. Prepared for the Charlottesville Department of Social Services.
- Virginia Eubanks. 2018. Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor. St. Martin’s Press. Selection on slack.
Reference/Resource:
Assignment (due by noon 3/23):
3/9 Happy Spring Break!
3/16 No class, transition to online
3/23 Measuring Race, Race as Technology
The oppressor is in solidarity with the oppressed only when he stops regarding the oppressed as an abstract category and sees them as persons who have been unjustly dealt with, deprived of their voice, cheated in the sale of their labor - when he stops making pious, sentimental, and individualistic gestures and risks an act of love. True solidarity is found only in the plenitude of this act of love, in its existentiality in its praxis. To affirm that men and women are persons and as persons should be free, and yet to do nothing tangible to make this affirmation a reality, is a farce. - Paulo Freire, Pedagogy of the Oppressed
Readings:
Reference/Resource:
What’s Due?
- Individual annotations/commenting on today’s reading in Perusall by 2pm Monday, 3/23
- Week 3 Assignment in slack/assignments by 12pm Monday, 3/23
3/30 Digging into the Literature, Building Models
Demanding more data on subjects that we already know much about is, in my estimation, a perversion of knowledge. The datafication of injustice… in which the hunt for more and more data is a barrier to acting on what we already know. - Ruha Benjamin, Race after Technology
Readings:
Reference/Resource:
What’s Due?
- Individual annotations/commenting on today’s (very short) reading in Perusall by 2pm Monday, 3/30
- Team progress report 1: exploring/visualizing the data for your key questions (in a well-narrated Rmarkdown file) in slack/assignments by 2pm Monday, 3/30
- Team research article synthesis in slack/reading-news by 2pm Monday, 3/30
4/6 Digging into the Literature, Representing Populations
But simply punishing the broken–walking away from them or hiding them from sight–only ensures that they remain broken and we do, too. There is no wholeness outside of our reciprocal humanity. - Bryan Stevenson, Just Mercy
Readings:
- Craig M. Dalton and Tim Stallmann. 2018. “Counter-Mapping Data Science.” The Canadian Geographer 61: 93-101.
- Research articles - 1 per team - posted on slack:
- Drake, Brett, Melissa Jonson-Reid, and Hyunil Kim. 2017. “Surveillance bias in child maltreatment: a tempest in a teapot.” International Journal of Environmental Research and Public Health 14: 971-985.
- Hollinshead, Dana M., Tyler W. Corwin, Erin J. Maher, Lisa Merkel-Holguin, Heather Allan and John D. Fluke. 2017. “Effectiveness of family group conferencing in preventing repeat referrals to child protective services and out-of-home placements.” Child Abuse & Neglect 69: 285-294.
- Krase, Kathryn S. and Tobi A. Delong-Hamilton. 2015. “Comparing reports of suspected child maltreatment in states with and without Universal Mandated Reporting.” Children and Youth Services Review 50: 96-100.
- Maguire-Jack, Kathryn, Paul Lanier, Michelle Johnson-Motoyama, Hannah Welch, and Michael Dineen. 2015. “Geographic variation in racial disparities in child maltreatment: The influence of county poverty and population density.” Child Abuse & Neglect 47: 1-13.
What’s Due?
- Individual annotations/commenting on today’s (pretty short) reading in Perusall by 2pm Monday, 4/6
- Team progress report 2: revised data summaries and visualization, initial statistical tests (in a well-narrated Rmarkdown file) in slack/assignments by 2pm Monday, 4/6
- Team research article synthesis in slack/reading-news by 2pm Monday, 4/6
- Team peer review of another team’s progress report 1 via comment thread in slack by 2pm Monday, 4/6
4/13 Digging into the Literature, Interpreting Models
… I was gradually able to make a natural connection between this intellectual penetration at Oxford and the moral perception which is always necessary for the discovery of new methods by which to minister to human needs. In the unceasing ebb and flow of justice and oppression we must all dig channels as best we may, that at the propitious moment somewhat of the swelling tide may be conducted to the barren places of life. - Jane Addams, Twenty Years at Hull House
Readings:
- Ronald L. Wasserstein, Allen L. Schirm, and Nicole A. Lazar. 2019. “Moving to a World Beyond `p < 0.05’.” *The American Statistician& 73: 1-10.
- Research articles - 1 per team - posted on slack:
- Ards, Sheila D., Samuel L. Myers, Chanjin Chung, Allan Malkis, and Brian Hagerty. 2003. “Decomposing black-white differences in child maltreatment.” Child Maltreatment 8: 112-121.
- Fluke, John D., Nicole Harlaar, Brett Brown, Kurt Heisler, Lisa Merkel-Holguin, and Adam Darnell. 2019. “Differential Response and Children Re-Reported to Child Protective Services: County Data From the National Child Abuse and Neglect Data System (NCANDS).” Child Maltreatment 24: 127-136.
- Fong, Kelley. 2019. “Neighborhood inequality in the prevalence of reported and substantiated child maltreatment.” Child Abuse & Neglect 90: 13-21.
- Kokaliari, Effrosyni D., Ann W. Roy, and Joyce Taylor. 2019. “African American perspectives on racial disparities in child removals.” Child Abuse & Neglect 90: 139-148.
What’s Due?
- Individual annotations/commenting on today’s (pretty short) reading in Perusall by 2pm Monday, 4/13
- Team progress report 3: revised models, visualizations, summaries of your key questions (well-narrated Rmarkdown file) in slack/assignments by 2pm Monday, 4/13
- Team research article synthesis in slack/reading-news by 2pm Monday, 4/13
- Team peer review of another team’s progress report 2 via comment thread in slack by 2pm Monday, 4/13
4/20 Beginning our Final Report
Readings:
What’s Due?
- Individual annotations/commenting on today’s (very short) reading in Perusall by 2pm Monday, 4/20
- Team progress report 4: revised models, intepretations, initial and model visualizations, of your key questions (well-narrated Rmarkdown file) in slack/assignments by 2pm Monday, 4/20
- Team peer review of another team’s progress report 3 via comment thread in slack by 2pm Monday, 4/20
4/27 Revisions and Next Steps
Readings:
What’s Due?
- Individual annotations/commenting on today’s (somewhat longer) reading in Perusall by 2pm Monday, 4/27
- Team contributions to report document in Overleaf by 2pm Monday, 4/27
4/30 Report Revisions
What’s Due?
- Team revised contributions to report document in Overleaf by 5pm Monday, 4/30 (what would be the end of our scheduled final exam time, if we had a final exam)