ProPublica has done some outstanding reporting on racial bias in the use of algorithms - "predictive analytics" - in criminal justice. Things may be even worse in child welfare
Read our column here
Although I oppose the so-called "Family First Act" which would make small changes in how the federal government pays for child welfare services, some of the arguments against the bill are so disingenuous that they tempt me to change my mind.
This column explains why
News and commentary from the National Coalition for Child Protection Reform concerning child abuse, child welfare, foster care, and family preservation.
Tuesday, July 26, 2016
Monday, July 25, 2016
ProPublica exposes racial bias in predictive analytics
A
recent story from the nonprofit in-depth journalism site ProPublica quotes
a warning issued in 2014 by then-Attorney General Eric Holder to the U.S.
Sentencing Commission. His warning concerned a fad spreading through the
criminal justice system. Said Holder:
Although these measures were created with the best of intentions, I am concerned that they inadvertently undermine our efforts to ensure individualized and equal justice. They may exacerbate unwarranted and unjust disparities that are already far too common in our criminal justice system and in our society.
The fad that so concerned Holder
is, of course, predictive analytics; the same fad spreading through child
welfare.
Now, ProPublica has found that
Holder was right.
ProPublica looked at 7,000 cases
in Broward County, Fla., which uses a secret algorithm created by a for-profit
company to assign risk scores to people arrested in that county, much as Los
Angeles County plans to use a secret algorithm from a for-profit company in its
child abuse investigations.
According to the story, when it
came to predicting violent crime, the algorithm did a lousy job in general –
four times out of five, people the algorithm said would commit a violent crime
within two years did not.
In addition, according to the
story:
The formula was particularly likely to falsely flag black
defendants as future criminals, wrongly labeling them this way at almost twice
the rate as white defendants.
White defendants were mislabeled as low risk more often than
black defendants.
The company that came up with the
algorithm disputes the findings, saying its own analysis of the data found no
racial disparities.
Poverty is equated with risk
Since the algorithm itself is
secret, we can’t be sure why the results came out racially biased.
But Prof. Sonja Starr of the University of Michigan Law
School has
written that the factors used to create these sorts of algorithms
typically include “unemployment, marital status, age, education, finances, neighborhood,
and family background, including family members’ criminal history.”
Similarly, the algorithm LosAngeles plans to use for child abuse investigations includes risk factors such
as whether the child has been taken often to an emergency room or whether the
child often changes schools, both factors closely correlated with
poverty. Perhaps that helps explain why, when tested, the Los Angeles
model apparently produced false positives a staggering 95 percent of the time.
There is a similar problem when it
comes to the use of “criminal history.”
Heavy policing in some neighborhoods … makes low-income and
nonwhite residents more likely to be arrested, whether or not they’ve committed
more or worse crimes. … Even using convictions is potentially problematic;
blacks are more likely than whites to be convicted of marijuana possession, for
example, even though they use the drug at rates equivalent to whites.
The same, of course, is true when it comes to “reports” alleging
child abuse – some communities are much more heavily “policed” by child protective
services. If anything, broad, vague definitions of “neglect” that equate
neglect with poverty itself make the problem even worse in child welfare. And,
of course, the problem is compounded when those most loudly beating the drum
for predictive analytics don’teven understand what such reports really mean.
Predictive analytics as
computerized racial profiling
The parallels to child welfare
don’t end there.
§ In
criminal justice, the use of predictive analytics is far outrunning objective
evaluation. ProPublica found that evaluations were rare and often done by the
people who developed the software. ProPublica had to do its own test for racial
bias because, it seems, no one else has bothered.
§ Predictive
analytics originally was sold in criminal justice as a benevolent intervention
– meant to help agencies custom tailor rehabilitation and supportive services
to the needs of high-risk defendants and reduce incarceration.
But it’s quickly metastasizing
into use at all stages of the criminal justice projects, including, most
ominously, sentencing.
So just as predictive analytics puts black defendants at greater
risk of prolonged sentences, predictive analytics in child welfare puts black
children at greater risk of being sentenced to needless foster care – with all
of the attendant harms in terms of abuse in foster care itself and other rotten outcomes.
But wouldn’t I consider it OK to just use predictive analytics
for “prevention”? asks Daniel
Heimpel, publisher of the Chronicle of Social Change, (the Fox News of child welfare). The criminal justice experience makes clear that can’t be
done, and there is no need. Instead of targeting individuals, you can simply
bring genuine, voluntary help to poor neighborhoods, giving you plenty of bang
for limited bucks, while limiting the risk of what amounts to computerized
racial profiling.
Monday, July 18, 2016
How John Burton and Trent Rhorer almost got me to support the Family First Act
Last month I wrote about why I oppose the so-called Family First Prevention Services Act: It sets up prevention to fail and it actually entrenches institutionalization.
But I have
to admit, every time I read columns opposing the bill like the one from John Burton and Trent Rhorer, I’m
tempted to change my mind.
Like other defenders of institutionalization, Burton and Rhorer
say the bill goes too far. But you know you’ve got a problem making a case when
even your own extreme, aberrational horror story doesn’t support it.
They cite the case of Melissa, sexually abused by her mother’s
boyfriend, placed with an aunt but then coerced into child sex trafficking by
an older man. After being raped every day for four months, Melissa escapes.
She is placed in an institution that, Burton and Rhorer suggest,
is both the only alternative and something that would be impossible if the
Family First Act becomes law.
Neither claim is true.
Burton and Rhorer write that “Melissa’s trauma likely would not
meet the medical definition required in the legislation” for
institutionalization. In other words, they’re claiming Melissa did not emerge
from her ordeal with “serious emotional or behavioral disorders or
disturbances” – that’s the definition. If, by some miracle, that’s true,
then she certainly doesn’t need to be institutionalized.
More important, in their very next paragraph, Burton and Rhorer
contradict the claim that the institution was the only alternative. They
write:
Our statewide reform includes a comprehensive, team-based child assessment and expanded supportive services for caregivers, such as Melissa’s aunt. With these services, Melissa could have likely continued to live with her aunt and prevented a tragic chapter in her young life. [Emphasis added].
The Family First Act would not prohibit California from
providing such services. Existing law doesn’t prohibit California from
providing them either. California simply has to pay for it. But given how
much cheaper such support is than an institution, even without federal help
this kind of assistance almost certainly still would have been less expensive
for California.
And nothing in the Family First Act prevents California’s
current plan to provide “expanded supportive services for caregivers…” so
clearly there will be no need for institutionalization the next time a case
such as Melissa’s arises.
Thank you, John Burton and Trent Rhorer, for providing a perfect
illustration of how institutionalization is misused and overused, and why the
federal government should stop funding it.
Giving up on families
Their
example also illustrates how mediocre child welfare agencies – like Rhorer’s,
which takes away children at a rate 50 percent above
the California average – give up on families much too soon. They write that
after Melissa escaped, “with the stigma of sexual exploitation hanging over
her, her aunt would not take her back” – so she had to be institutionalized.
I’d like
to hear the aunt’s side of that story. I’ll bet it has a lot more to do with
the child welfare agency not offering her the support she needed to care for a
severely traumatized niece. Watch Karl Dennis, father of wraparound services,
illustrate the right way to deal with a reluctant family in a similar situation:
Burton and Rhorer also write that:
California’s approach also permits the temporary use of a group home to ensure Melissa’s safety and start her on the path to recovery, something that is not permitted in the federal legislation.
There are
several problems with this:
§ The Family
First Act also permits this – unfortunately – for up to two weeks.
§ After
those two weeks, it’s still permitted; state and/or local governments just have
to pick up the tab.
§ Most
important, parking young people in institutions does nothing for the young people; it
just enriches the institutions.
So, with thousands upon thousands of cases to choose from,
Burton and Rhorer could not find even one that actually justifies
institutionalization but would not be permitted under the Family First Act.
Why, then, am I still on the same side as these guys? Precisely
because young people like Melissa, and many more children whose cases are
vastly less serious, still could be institutionalized under the Family First
Act, and the status of such institutionalization would be sanctified in federal
law. And because the “prevention” funding, while properly targeted toward cases
of imminent risk, offers mostly the wrong kinds of help and sets absurd
criteria for which programs qualify for reimbursement.
And
please, spare us all the Goldilocks defense; the one that goes, if some people
think the law is too tough and other people
think it’s not tough enough, it must be juuuuuuuuust right.
No. The fact that some in the foster care industrial complex
have the gall to claim this law is too tough just shows how spoiled they’ve
gotten after all those years getting to eat all the porridge.
Wednesday, July 13, 2016
Closings at Maryville are cause for celebration
Back in 1995, 60
Minutes, the venerable CBS newsmagazine
program, got suckered by Maryville, an even more venerable orphanage in
Illinois – citing it as evidence that Newt Gingrich was on to something when he
suggested institutionalizing poor people’s children.
Perhaps that’s understandable. After all, it would be another
seven years before the facts about rampant abuse at Maryville would become
public.
Less
understandable is why anyone would mourn the decision by Maryville to finally
get out of the orphanage business more than a decade after the
horrors were exposed and Maryville was forced to clean up its act. Yet some still do. So it’s worth looking back in
more detail at exactly what happened at the institution.
An institution “up for grabs”
In 2002,
the Chicago Sun-Times got hold of government
reports calling Maryville’s main campus “dangerous” and in “a state of crisis.”
After reviewing hundreds of documents, the newspaper concluded that Maryville
was plagued with “rampant violence” and “the place is often up for grabs, with
staff struggling to handle suicide attempts, sex abuse, drug use, fights and
vandalism.”
In 2001
alone, police were called to Maryville’s main campus more than 900 times.
These are some of the reasons why, according to the Sun
Times:
● At least 40 girls and boys were
involved in what police called a “mob action” in May. One girl had a knife.
Others were wielding fire extinguishers, brooms and metal-buckled belts. Three
police departments responded.
● A 7-year-old boy in a unit for
sexually aggressive kids was reported to have been sodomized by another boy in
June.
● Five kids, ages 11 to 16,
attacked a 35-year-old male staff member in November. They “dragged [him]
outside and proceeded to strike him with closed fists and kicked him all about
his body,”… police reported.
● An employee supervising a group
home in June where two girls were out of control called for help and was told,
“Lock yourself in the office and let the girls do what they will.”
● A 14-year-old girl hanged
herself in a bathroom shower in February.
● Two others, a 9-year-old boy
and 15-year-old girl, tried to kill themselves within a week’s time in July.
And here's what youth who came to a Chicago City
Council meeting in 2003 told Medill News Service:
“It is very unsafe,” said Ramissa Maat, 16, who said she lived at Maryville from age 10 to 13.
“There have been numerous incidents where students have been raped by staff members and other students. My friend committed suicide because she couldn’t handle the stress of living there.”
Freddie Cavin, 18, who said he lived at Maryville from 1998 to 2002, said a staff member hit his friend over the head with a garbage can.
Maryville staff quit in droves
The staff were paid next to
nothing (despite Maryville’s huge endowment), had little training or experience, and 80 of them quit or were fired in the first
seven-and-a-half months of 2003 alone.
Eventually,
Maryville’s longtime director, Father John Smyth, was ousted (though the statue of himself he commissioned remains at
the entrance) and the state pulled all “state wards” out of the place –
returning a relatively small number in 2007.
But now, reform-minded leadership at the Illinois Department of
Children and Family Services has decided that there are better ways to spend
the huge amount of money it costs to institutionalize a child. So they decided
to pay institutions less. Rather than dip further into its own funds, Maryville
decided to stop institutionalizing children and, to its credit, turn its
attention to better alternatives.
Of course, the apologists for institutionalization would say
it’s still fine to warehouse children at places like Maryville because the
problems there are in the past. After 900 police calls, rapes, suicides
and a riot, everything’s calmed down.
There are three problems with that:
● Maryville’s reforms were largely the result of making institutionalization a
much smaller part of what it does, even before the recent announcement. They
now put far more emphasis on family preservation.
● Even when
institutions are not hellholes, institutions still don’t work.
● The cycle
of abuse, reform and abuse again is never-ending. One year, the expose involves
Maryville, another year it’s institutions in Georgia, another year California.
And there’s one more cause for concern: The Maryville expose
came before the dramatic cuts at newspapers across the country. The next time a
famous institution turns into a hellhole, there may be no reporters around to
let us know.
Friday, July 8, 2016
New columns on the latest CASA scandal and on child welfare finance legislation
There's another scandal at a program affiliated with the most sacred cow in child welfare, Court-Appointed Special Advocates. No one should be surprised. Bias is built into the CASA model.
Read about it here.
And here's my analysis of proposed child welfare finance reform legislation:
Read about it here.
And here's my analysis of proposed child welfare finance reform legislation:
Wednesday, July 6, 2016
#CASAsoWhite: Latest CASA scandal should be no surprise: Bias is built into the model
Anita Farris, a superior court judge in Snohomish County, Wash., says, “I’ve only used the ‘P word’ once in 23 years on this bench, and it applies in this situation.”
That’s P
as in perjury.
KING-TV in Seattle reports the alleged perjurer is Cynthia Bemis, a “volunteer guardian-ad-litem” in child maltreatment cases. Most states use a different term: Court-Appointed Special Advocate (CASA).
KING-TV in Seattle reports the alleged perjurer is Cynthia Bemis, a “volunteer guardian-ad-litem” in child maltreatment cases. Most states use a different term: Court-Appointed Special Advocate (CASA).
The
program Bemis volunteers for lists
itself as “accredited by the National CASA Association and … an
associated member of Washington State CASA.”
At issue is how Bemis “infiltrated” – that’s the judge’s word –
a listserv run by public defenders representing parents in child welfare cases.
The judge called her explanation “filled with lies.” And, the judge says,
Bemis’ bosses knew or should have known that.
In fact, according to the judge, Bemis was essentially a one-woman
NSA, spying on the defense attorneys to use the information against families.
The judge says Bemis’ bosses knew or should have known that, too.
Bemis denies any wrongdoing. She says the whole thing has been
blown out of proportion. Says Bemis: “My commitment to the welfare of children
has never changed and never will.”
Other
Examples of Bias
The case is just the most recent example of the bias that
permeates CASA, the most sacred cow in child welfare:
§ In
Arkansas City, Kan., a CASA chapter’s fundraiser featured a drag queen contest.
The winner was the mayor. He dressed up as a woman to whom he gave a surname
described as “graphic slang for a female private part.” So is the name the
mayor chose for his back-up dancers. Oh, and one more thing: the mayor did his act made up in blackface.
§ In
Indianapolis, the
website for the CASA program declares every family from
whom a child is taken is guilty. According to the website: “volunteers help
ensure that the children we fight to protect are not returned to the very situations where the mistreatment
occurred” [emphasis added].
Of course,
most CASAs don’t behave this way. And some CASAs do excellent work. But
these sorts of problems are almost inevitable. So is behavior like this and this and this, and
defenses of CASA like this.
Because bias is built into the way CASA works:
CASA depends on volunteers
spending a few hours each month on a single case. Who has time for that?
Not a poor person holding down two jobs. So it’s no wonder CASA programs
sometimes are pet projects of the local Junior
League and the demographics of CASAs tend to be vastly different
from the demographics of the families they judge.
CASA volunteers, mostly middle class and overwhelmingly white,
march into the homes of people who are overwhelmingly poor and
disproportionately people of color. Then they pass judgment on the families and
recommend whether they should get their children back. Judges routinely
rubber-stamp their recommendations.
Disturbing
Findings from a Study
The
demographic information, and the information about judges’ behavior, can be
found in the most comprehensive study ever done of CASA – a
study commissioned by the National CASA Association itself.
But that
wasn’t all the study found. As Youth Today reported
at the time, the study “delivers some surprisingly damning numbers”:
§ The study
found that CASA’s only real accomplishments were to prolong the time children
languished in foster care and reduce the chance that the child will be placed
with relatives.
§ The study
found no evidence that having a CASA on the case does anything to improve child
safety – so all that extra foster care is for nothing. (The study specifically
controlled for CASA’s all-purpose excuse for this – the claim that CASAs handle
the most difficult cases.)
§ The study
found that when a CASA is assigned to a child who is black, the CASA spends, on
average, significantly less time on the case. (The study also found that CASAs
don’t spend as much time on cases as the organization’s public
relations may lead people to believe. CASA volunteers reported spending an
average of only 4.3 hours per month on cases involving white children, and 2.67
hours per month on cases involving black children.)
No matter
how desperately they try to spin the findings (and Youth
Today concluded that those efforts “can border on duplicity”),
the problem is built into the CASA model itself.
So we need a better model.
CASAs
still can perform a useful service as mentors to foster children and in
advocating for services. But children need a real voice
in court, a lawyer with a mandate to fight for what that child wants, for any
child old enough to make known a competent preference.
That’s not because the child will always be right. It’s because
judges are more likely to make the best decisions when all sides have advocates
making the best possible case – rather than ratifying a Junior Leaguer’s
impressions.
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