We saved hundreds of Biden-era AI documents, so you don't have to
Image credit: Adapted from Anton Grabolle / Better Images of AI / Classification Cupboard / CC-BY 4.0
On January 20th, Trump will begin his second term in office.
If Trump and his administration follow through on their campaign promises, the transition of power will bring devasting consequences for our fundamental rights and freedoms, particularly for immigrants, reproductive health care seekers, people of color, poor people, and queer and trans communities.
Among the many anticipated impacts, the new administration has signaled it intends to reverse Biden-era progress related to protecting our civil rights and civil liberties in the realms of privacy and artificial intelligence.
The day after the election, Trump announced his intention to repeal a Biden era executive order regulating AI. Since then, Trump has granted Elon Musk unprecedented influence over government affairs, and hosted scores of tech leaders at Mar-a-Lago. Tech CEOs have in turn donated millions to Trumpâs inauguration, with contributions from Apple, Meta, Amazon, and OpenAI far outpacing their donations to Biden in 2020.
These and other developments foreshadow an incoming administration that is going to take a lax approach toward regulating technology companies.
Over the last four years, the Biden administration made important strides in this area, including a directive increasing transparency into government use of AI, FTC enforcement against location data brokers, and a DOJ lawsuit challenging the legality of RealPageâs rent price-fixing algorithm.
These efforts were buttressed by legal documents, reports, blogs, and other records laying out the administrationâs efforts to protect consumers and hold Big Tech accountable. But once administrative agencies change hands under Trump, there is no guarantee that documentation of these and other initiatives will remain accessible to advocates, journalists, and interested members of the public.
So, we saved them.
Below, you can view archived copies of over 250 documents and webpages on topics like algorithmic discrimination, generative AI, and biometric surveillance. Try filtering by agency (e.g., DHS, FTC) or keywords (e.g., AI use case inventory, Kochava, risk). Use the drop-down menu to change how many rows you can see at a time.
No matter what happens, the ACLU of Massachusetts remains committed to fighting for law reforms to protect the public interest, civil rights, and civil liberties. Click here to find out ways you can get involved.
Canât find what youâre looking for? It may be available on the Internet Archive.
Eyes in the Sky: Big Brother is (still) watching
New records obtained from the Federal Aviation Administration (FAA) in December 2023 show that the number of drones licensed by government agencies has gone up across the Commonwealth. Weâve updated our interactive tool, which lets anyone explore the dataset and identifyâŻdrones owned by public entities in their communities.
Search Government Drones in Massachusetts
Keep reading to see what we learned.Â
In 2021, we published a report detailing data acquired by the ACLU on government agenciesâ use of drones in Massachusetts. According to late 2023 data, it remains the case that almost half (43%) of active government drones in Massachusetts are registered to police departments. The Massachusetts State Police has the largest number of drones of any police agency in the state.Â
In 2022, we published documents revealing police used drones to monitor Black Lives Matter protests in five cities in Massachusetts, including Boston. Video feeds from these drones were streamed in real-time to local police departments and the State Police âCommonwealth Fusion Center,â which shares information with federal agencies and out-of-state police entities. Â
Protecting public safety? Â
One of the most common drones registered by government agencies is the DJI Matrice line. Just one of these drones costs between $10,000 to $20,000 dollars. With 133 Matrice drones in operation in Massachusetts as of 2023, these drones alone likely cost taxpayers $1 to 2 million dollars.
Despite the hefty price tag, DJI drones â especially the Matrice and Mavic lines â have been prone to crashes. In August 2022, a police-operated DJI Mavic 2 Enterprise drone used to locate a suspect in the UK crashed into a building after its battery failed and it plummeted 130 feet. According to FAA documents, the Massachusetts State Police has registered eight DJI Mavic 2 Enterprise drones.
The DJI Matrice 210 drone is even less reliable. Reports of crashes were frequent enough that, in June 2020, the website www.reportdroneaccident.com urged Matrice 210 pilots to ânot fly over any people,â echoing a warning from the drone manufacturer from 2018. Regarding the Matrice 210, a FAA-certified pilot and drone expert with the Wake Forest Fire Department reported in 2018 that âthree public safety agencies ⊠had batteries fail in flight.â In 2020, a Matrice 210 failed at 270 feet, crashing hard enough that a piece of the drone ended up âburied 8 inches deep.â Based on the DROPS standards, if a Matrice 210 drone were to fall on someone from just six feet or more, the injury would be fatal. Â
These crashes are not due to pilot error but rather stem from known issues with the technology itself. Despite these problems, as of December 2023, Massachusetts government agencies had 58 active Matrice 210 drones. Â
More drones, more money, more problemsÂ
The December 2023 FAA data shows that across Massachusetts, the total number of drones registered by government agencies increased by 169 between 2021 and 2023. The Massachusetts State Police acquired 19 additional drones, amounting to a 25% increase in the departmentâs drone fleet. Likewise, the Norfolk County Sheriffâs Department, which had a single drone in 2021, had acquired 19 more drones by 2023. Four of these new drones were the Mavic 2 Enterprise drones, discussed above. Â
Two years ago, we raised concerns that government entities, particularly police departments, were not doing enough to prevent the misuse of drones or drone footage. In 2022, Worcester City Council approved a request by the Worcester Police to purchase a $25,000 drone. The police department had come under fire from homeless advocates for using a drone to monitor people at encampments. Â
While Massachusetts has no laws on the books regulating police use of drones, the ACLU of Massachusetts supports legislation that would ban the weaponization of drones and other robots.Â
Search government drones in MassachusettsÂ
If you want to look at the data yourself, you can use our interactive tool, where you can explore the data or download the data in full.  Â
Search Government Drones in MassachusettsIf youâre interested in learning more about how government agencies in Massachusetts use drones, you can use our model public records request to find out. More information about this process and relevant resources are available here.Â
Boston Police Records Show Nearly 70 Percent of ShotSpotter Alerts Led to Dead Ends
Image credit: Sketch illustration by Inna Lugovyh
The ACLU of Massachusetts has acquired over 1,300 documents detailing the use of ShotSpotter by the Boston Police Department from 2020 to 2022. These public records shed light for the first time on how this controversial technology is deployed in Boston. Â
ShotSpotter â now SoundThinking â is a for-profit technology company that uses microphones, algorithmic assessments, and human analysts to record audio and attempt to identify potential gunshots. A public records document from 2014 describes a deployment process that considers locations for microphones including government buildings, housing authorities, schools, private buildings and utility poles.
According to city records, Boston has spent over $4 million on ShotSpotter since 2012, deploying the technology mostly in communities of color. Despite the hefty price tag, in nearly 70 percent of ShotSpotter alerts, police found no evidence of gunfire. The records indicate that over 10 percent of ShotSpotter alerts flagged fireworks, not weapons discharges.
The records add more evidence to support what researchers and government investigators have found in other cities: ShotSpotter is unreliable, ineffective, and a danger to civil rights and civil liberties. It’s time to end Boston’s relationship with ShotSpotter. Bostonâs ShotSpotter contract expires in June, making now the pivotal moment to stop wasting millions on this ineffective technology.
Bostonâs relationship with ShotSpotter dates from 2007. A recent leak of ShotSpotter locations confirms ShotSpotter is deployed almost exclusively in communities of color. In Boston, ShotSpotter microphones are installed primarily in Dorchester and Roxbury, in areas where some neighborhoods are over 90 percent Black and/or Latine. Â
Coupled with the high error rate of the system, BPD records indicate that ShotSpotter perpetuates the over-policing of communities of color, encouraging police to comb through neighborhoods and interrogate residents in response to what often turn out to be false alarms. Â
For each instance of potential gunfire, ShotSpotter makes an initial algorithmic assessment (gunshot, fireworks, other) and sends the audio file to a team of human analysts, who make their own prediction about whether it is definitely, possibly, or not gunfire. These analysts use heuristics like whether the audio waveform looks like âa sideways Christmas treeâ and if there is â100% certainty of gunfire in the reviewerâs mind.âÂ
ShotSpotter relies heavily on these human analysts to correct ShotSpotter predictions; an internal document estimates that human workers overrule around 10 percent of the companyâs algorithmic assessments. The remaining alerts comprise the reports we received: cases in which police officers were dispatched to investigate sounds ShotSpotter identified as gunfire. But the records show that in most cases, dispatched police officers did not recover evidence of shots fired.Â
Analyzing over 1,300 police reports, we found that almost 70 percent of ShotSpotter alerts returned no evidence of shots fired. Â
In all, 16 percent of alerts corresponded to common urban sounds: fireworks, balloons, vehicles backfiring, garbage trucks and construction. Over 1 in 10 ShotSpotter alerts in Boston were just fireworks, despite a âfireworks suppression modeâ that ShotSpotter implements on major holidays. Â
ShotSpotter markets its technology as a âgunshot detection algorithm,â but these records indicate that it struggles to reliably and accurately perform that central task. Indeed, email metadata we received from the BPD describe several emails that seem to refer to inaccurate ShotSpotter readings. The records confirm what public officials and independent researchers have reported about the technologyâs use in communities across the country. For example, in 2018, Fall River Police abandoned ShotSpotter, saying it didnât âjustify the cost.â In recent years, many communities in the United States have either declined to adopt ShotSpotter after unimpressive pilots or elected to stop using the technology altogether.
Coupled with reports from other communities, these new BPD records indicate that ShotSpotter is a waste of money. But itâs worse than just missed opportunities and poor resource allocation. In the nearly 70 percent of cases where ShotSpotter sent an alert but police found no evidence of gunfire, residents of mostly Black and brown communities were confronted by police officers looking for shooters who may not have existed, creating potentially dangerous situations for residents and heightening tension in an otherwise peaceful environment. Â
Just this February, a Chicago police officer responding to a ShotSpotter alert fired his gun at a teenage boy who was lighting fireworks. Luckily, the boy was not physically harmed. Tragically, 13-year-old Chicago resident Adam Toledo was not so fortunate; he was killed when Chicago police officers responded to a ShotSpotter alert in 2021. The resulting community outrage led Chicago Mayor Brandon Johnson to campaign on the promise of ending ShotSpotter. This year, Mayor Johnson followed through on that promise by announcing Chicago would not extend its ShotSpotter contract.Â
The most dangerous outcome of a false ShotSpotter alert is a police shooting. But over the years, ShotSpotter alerts have also contributed to wrongful arrests and increased police stops, almost exclusively in Black and brown neighborhoods. BPD records â detailing incidents from 2020-2022 â include several cases where people in the vicinity of an alert were stopped, searched, or cited â just because they happened to be in the wrong place at the wrong time. Â
For instance, in 2021, someone driving in the vicinity of a ShotSpotter alert was pulled over and cited for an âexpired registration, excessive window tint, and failure to display a front license plate.â Since ShotSpotter devices in Boston are predominately located in Black and brown neighborhoods, its alerts increase the funneling of police into those neighborhoods, even when there is no evidence of a shooting. This dynamic exacerbates the cycle of over-policing of communities of color and increases mistrust towards police among groups of people who are disproportionately stopped and searched. Â
This dynamic can lead to grave civil rights harms. In Chicago, a 65-year-old grandfather was charged with murder after he was pulled over in the area of a ShotSpotter alert. The charges were eventually dismissed, but only after he had already spent a year in jail. Â
In summary, our findings add to the large and growing body of research that all comes to the same conclusion: ShotSpotter is an unreliable technology that poses a substantial threat to civil rights and civil liberties, almost exclusively for the Black and brown people who live in the neighborhoods subject to its ongoing surveillance.Â
Since 2012, Boston has spent over $4 million on ShotSpotter. But BPD records indicate that, more often than not, police find no evidence of gunfire â wasting officer time looking for witness corroboration and ballistics evidence of gunfire they never find. The true cost of ShotSpotter goes beyond just dollars and cents and wasted officer time. ShotSpotter has real human costs for civil rights and liberties, public safety, and community-police relationships. Â
For these and other reasons, cities including Canton, OH, Charlotte, NC, Dayton, OH, Durham, NC, Fall River, MA, and San Antonio, TX have decided to end the use of this controversial technology. In San Diego, CA, after a campaign by residents to end the use of ShotSpotter, officials let the contract lapse. And cities like Atlanta, GA and Portland, OR tested the system but decided it wasnât worth it.Â
From coast to coast, cities across the country have wised up about ShotSpotter. The company appears to have taken notice of the trend, and in 2023 spent $26.9 million on âsales and marketingâ. But the cities that have decided not to partner with the company are right: Community safety shouldnât rely on unproven surveillance that threatens civil rights. Bostonâs ShotSpotter contract is up for renewal in June. To advance racial justice, effective anti-violence investments, and civil rights and civil liberties, itâs time for Boston to drop ShotSpotter.Â
An earlier version of this post stated that one of the false alerts was due to a piñata. That was incorrect.
Further readingÂ
- WIRED article on the “Secret Locations of ShotSpotter Gunfire Sensors”Â
- Chicago Office of Inspector General report Â
- MacArthur Justice Center studyÂ
- Longitudinal study on whether ShotSpotter reduces gun violenceÂ
- National ShotSpotter coalition website
Emiliano Falcon-Morano contributed to the research for this post. With thanks to Kade Crockford for comments and Tarak Shah from HRDAG for technical advice.
Yes, All Location Data: Separating fact from myth in industry talking points about âanonymousâ location data
Image credit: Joahna Kuiper / Better Images of AI / Little data houses (square) / CC-BY 4.0
We carry our phones around wherever we go â and our cellphone location data follows us every moment along the way, revealing the most sensitive and intimate things about us. Everywhere we go, everyone we meet, and everything we do â itâs all accessible to anyone with a credit card, thanks to the data broker industry. Â
Apps use location data for a variety of purposes including finding directions, logging runs, ordering food, and hailing rideshares. While this information can be used for legitimate purposes, this sensitive data is also exploited for profit and extremist agendas, putting every cellphone user at risk. In 2023, right-wing extremists capitalized on the unregulated open data marketplace to out gay Catholic priests. This disturbing undertaking was possible because data brokers are allowed to buy location information, repackage it, and sell it to anyone who wants to buy it. And, currently, thereâs nothing stopping them. Â
As independent researchers have shown time and time again, it is all too easy to trace cellphone location data back to the people holding those phones.Â
Data generated from apps are superficially âpseudo-anonymizedâ by assigning each user a unique combination of numbers called a MAID (âMobile Advertising IDâ), also known as an IDFA (âID For Advertisersâ). But since each MAID is associated with a single device and common across apps, it’s easy to paint a unique picture of someone by aggregating location datapoints across apps. Â
In fact, just a few data points are sufficient to uniquely identify most individuals. Several highly-cited scientific studies using real-world cellphone location data â including a Scientific Reports research paper â showed that a few linked spatiotemporal data points are enough to uniquely identify most individuals from a crowd. Intuitively, if someone finds out where your phone is between midnight and five a.m., then they know where you likely live. If they then find out where your phone is between nine a.m. and five p.m. on weekdays, then they know where you likely work. Â
While two location points â home and work â are plenty, data brokers have much more data than that. In fact, data brokers peddle a sprawling digital dossier on millions of people with incredible temporal and spatial detail.Â
Recently, data broker Kochava was thrown into the spotlight as a result of a shocking investigation by the Federal Trade Commission (FTC). Among other revelations, analysts from the FTC were able to obtain a free sample of cellphone location data and use that information to track someone who visited an abortion clinic all the way back to their home. This data, like all data from data brokers, was supposed to be anonymous â instead, it revealed a personâs private health care practices and real identity. For vulnerable people travelling from states where reproductive health care is now a crime, the open sale of their cellphone location data is a serious matter. But Kochava is not a lone bad apple. They are one company out of a multibillion dollar industry that exists solely to profit off our data, putting us â and our loved ones â at risk. Â
Just in case location information is not sufficient to identify someone, it is easy to connect this data with other pieces of information that are easily accessible, such as a personâs public work directory, LinkedIn profile, or by using one of many people search sites that list peopleâs full names and addresses. Indeed, a spinoff industry has cropped up that offers âidentity resolutionâ services to do just that. For instance, a company called Liveramp partners with several well-known location data brokers, claiming to âresolve data to the user or household levelâ, helping ad companies âbuild, configure, and maintain a unified view of your customer, easily connecting customer data from any and all data sources.â Similarly, data brokers like Adobe and Oracle offer identity resolution services to aggregate data across disparate data sources. Â
Mobile advertising IDs, as mentioned above, are part of the problem â but not the end of the road. In 2021, Google made some strides to secure MAIDs â but left opting out to more tech-savvy users. Meanwhile, Apple phased out MAIDs for users who donât explicitly opt in to tracking. While these moves were a step in the right direction, they still leave a lot of room for loopholes. From consent for cookies to Do Not Track requests, the ad industry has historically countered every superficial privacy win with dogged â and successful â efforts to circumvent restrictions. When it comes to the âendâ of MAIDs, the ad industry has already developed workarounds, allowing companies to match location data to users using âidentity graphsâ, even if they lack advertising IDs for those people. Â
As an executive of ad tech company himself described, âwhen you move to these more restrictive methods, what happens is that all the shady companies ⊠try to find alternative workarounds to the MAID but with methods the user doesnât have any control over, ultimately hurting end-user privacy.â Â
Data brokers claim they want to protect our privacy as much as we do. But we canât trust that they will choose our privacy over their profits. We need more than superficial solutions. Â
Thatâs why the ACLU of Massachusetts and our partners are working to pass legislation to ban the sale of cellphone location data. This bill would prevent location data being tracked or traded for anyone in the state of Massachusetts. It is a vital defense to stop this multibillion-dollar industry from profiting from our personal data. We canât do this without your help â so click here to contact your legislator and urge them to pass this crucial legislation. Itâs time to end this shady practice once and for all. Â
Essential readingÂ
- I Gave a Bounty Hunter $300. Then He Located Our Phone (Jan. 8. 2019). Joseph Cox, Motherboard. https://www.vice.com/en/article/nepxbz/i-gave-a-bounty-hunter-300-dollars-located-phone-microbilt-zumigo-tmobile Â
- Twelve Million Phones, One Dataset, Zero Privacy (December 19, 2019). Stuart A. Thompson and Charlie Warzel, New York Times. https://www.nytimes.com/interactive/2019/12/19/opinion/location-tracking-cell-phone.htmlÂ
- We Spied on Trumpâs âSouthern White Houseâ From Our Couches (November 27, 2023). Aram Sinnreich and Jesse Gilbert, Rolling Stone. https://www.rollingstone.com/culture/culture-features/data-brokers-trump-tech-spying-privacy-threat-1234897098/Â Â
- Debunking the Myth of âAnonymousâ Data (November 10, 2023). Paige Collings, Electronic Frontier Foundation. https://www.eff.org/deeplinks/2023/11/debunking-myth-anonymous-data Â
- Catholic group spent millions on app data that tracked gay priests (March 9, 2023). Michelle Boorstein and Heather Kelly, Washington Post. https://www.washingtonpost.com/dc-md-va/2023/03/09/catholics-gay-priests-grindr-data-bishops/ Â
- Unique in the crowd: The privacy bounds of human mobility (2013). Yves-Alexandre de Montjoye, CĂ©sar A. Hidalgo, Michel Verleysen and Vincent D. Blondel, Scientific Reports. https://www.nature.com/articles/srep01376
Balancing the scales of justice: Why right to counsel in eviction cases is a racial justice and housing justice issue
Evictions devastate lives and communities. Research shows evictions lead to displacement from neighborhoods, decreased physical and mental well-being, instability in employment and education, increased likelihood that children will be placed in foster or other out-of-home care, and greater reliance on social service supports. Â
Legislation before the Massachusetts Joint Committee on the Judiciary, An Act promoting access to counsel and housing security in Massachusetts (H.1731/S.864), would provide both low-income tenants and low-income owner-occupants with access to full legal representation in eviction proceedings â and thus the crucial fighting power to stay in their homes. This legislation is supported by a broad coalition, including the legal community, health care providers, local politicians, and faith-based organizations.Â
Despite the many harms of evictions, only 3 percent of tenants in Massachusetts facing an eviction have a lawyer representing them in housing court. In contrast, over 90 percent of Massachusetts landlords have legal representation in those cases. The result of this imbalance is no surprise: evictions.
While it is illegal to evict someone without going through housing court, this protection is meaningless if tenants have no legal support to fight their pending eviction. Since most eviction cases are due to non-payment of rent, defendants, who can’t afford rent, probably canât afford a lawyer. Tenants without counsel must face the confusing court system and complex housing law on their own, while others might not be able to attend their court hearing at all due to childcare, employment, or transportation issues. For people with disabilities and those who do not speak English, the barriers are even higher.Â
In 2020, as COVID-19 hit Massachusetts, the state put a temporary moratorium on evictions. With the scores of the population out of work, this humanitarian stopgap was essential in allowing people to stay in their homes during times of a deadly transmissible virus and stay-at-home orders. But the moratorium ended in October 2020, followed by the end of the federal moratorium in August 2021. Since then, evictions have snowballed.
Evictions are a racial justice issue. Black and Latine households are more likely than white households to rent. Research indicates these communities are also over-represented in households facing eviction. In Massachusetts, eviction cases and eviction outcomes were more frequent in communities with a higher proportion of Black and Hispanic residents. This correlation was highly statistically significant.
Adults arenât the only ones affected by evictions â kids are too. On average, 11 percent of children under age 5 face eviction each year in Massachusetts. For Black and Hispanic communities, the percentage of children facing eviction triples at 27 percent. These evictions lead to a vicious cycle of disrupting educational engagement, contributing to higher dropout rates, and negatively affecting physical and mental health. In this way, evictions contribute to lasting generational harms that can scar communities of color for many years to come.
We need meaningful action to prevent unfair evictions. Right to counsel will correct the power imbalance that gives landlords an unfair advantage in eviction cases. Tenants deserve a fair process. Massachusetts legislators can balance the scales. Â
Learn more: An Act promoting access to counsel and housing stability in Massachusetts (H.1731/S.864)
Further reading:
Anthony Cilluffo, A.W. Geiger & Richard Fry, More U.S. Households Are Renting Than At Any Point In 50 Years, Pew Research Center Fact Tank (July 19, 2017), https://www.pewresearch.org/fact-tank/2017/07/19/more-u-s-households-are-renting-than-at-any-point-in-50-years/Â Â
Jaboa Lake, The Pandemic Has Exacerbated Housing Instability for Renters of Color, Center for American Progress (October 30, 2020), https://cdn.americanprogress.org/content/uploads/2020/10/29133957/Renters-of-Color-2.pdf
Emily Badger, Claire Cain Miller & Alicia Parlapiano. The Americans Most Threatened by Eviction: Young Children, The New York Times (October 2, 2023). https://www.nytimes.com/2023/10/02/upshot/evictions-children-american-renters.htmlÂ