Video & Transcript Research : 'algorithmic discrimination'
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DE
Delaware 2025-2026 Regular Session
Senate Housing & Land Use Committee Meeting Jun 24th, 2026
Housing & Land Use
Transcript Highlights:
- versus unintentional discrimination.
- We don't want discrimination, and that's the most important thing. Thank you.
- We don't want discrimination, and that's the most important thing. Thank you.
- We don't want discrimination, and that's the most important thing. Thank you. ...to get him.
- It makes clear that discrimination is not only about intent, it's also about outcomes.
Summary:
The Senate Land Use Committee met in hybrid format but did not have a quorum, so it did not approve minutes or take formal votes. The committee first heard House Bill 457, which would raise the appraisal threshold for certain DELDOT real property dispositions from $10,000 to $25,000 to match federal highway standards and reduce the time and cost of selling small surplus properties. There was little discussion and no public comment on that bill, and the chair indicated it would be circulated.
The committee then took up House Bill 451, which would codify a disparate impact framework under Delaware’s Fair Housing Act. The bill was described as clarifying that housing policies or practices can violate the law even without discriminatory intent if they have an unjustified discriminatory effect on a protected class, using a burden-shifting test similar to federal law. The sponsor and DHSA said the measure was intended to preserve fair housing protections amid uncertainty at the federal level, and an additional amendment was discussed that would delay implementation for 180 days and require DHSR, with DSA and stakeholders, to conduct outreach, education, and training.
Public testimony was divided. Supporters, including Housing Alliance Delaware, YWCA Delaware, and the Delaware Human and Civil Rights Commission, said the bill would protect against discriminatory outcomes, align state law with longstanding fair housing principles, and preserve recourse if federal enforcement changes. Opponents and housing-provider groups, including the Delaware Association of Realtors, Greater Wilmington Housing Providers, and the Delaware Apartment Association, argued the bill could create liability for neutral policies, rely on statistical outcomes landlords cannot easily measure, and increase litigation and costs; several asked for more time, a right-to-cure process, or further amendments. The committee adjourned without taking a formal vote.
CA
California 2025-2026 Regular Session
Assembly Privacy and Consumer Protection Committee Apr 22nd, 2025
Transcript Highlights:
- Social media does not discriminate.
- Due process and discrimination concerns.
- She never searched for this content, but the algorithms aggressively pushed it on her.
- Because we believe algorithmic discrimination is discrimination under current laws, such as FEHA and
- We do use them to check for and prevent potential biases and discrimination.
Summary:
The committee first heard AB 56, which would require social media platforms to display a warning label about potential mental health harms from prolonged use, with amendments shortening the initial warning and allowing immediate access to the platform. The author and supporters, including a parent who lost a daughter to suicide and a therapist, argued that social media contributes to teen anxiety, self-harm, and other harms and that families need clearer public health information. Opponents from tech and civil liberties groups argued the bill would be ineffective, burdensome, and likely unconstitutional, saying it would create warning fatigue and should be replaced by more targeted tools and digital literacy measures. Several members discussed emergency access concerns, language access, and whether the warning should be more actionable; the bill was moved on a 9-0 vote to the Judiciary Committee.
The committee then took up AB 358, which would amend CalECPA to allow law enforcement, with the victim’s consent, to inspect certain abandoned tracking or surveillance devices found in a victim’s home, vehicle, or personal property without first obtaining a warrant. The author and a San Diego prosecutor said the bill is narrowly tailored to devices used solely for spying and is intended to help stalking and domestic violence survivors act quickly before evidence is lost. Opponents from EFF and the ACLU warned the bill would weaken warrant protections, create a loophole around CalECPA, and reduce transparency and accountability. Members debated Fourth Amendment issues, abandonment, and the practical need for rapid access; the bill passed the committee on a 9-0 vote to Appropriations.
The committee also heard AB 1137, which builds on last year’s CSAM reporting law by allowing any user to report child sexual abuse material, requiring clearer reporting mechanisms, adding human review in some cases, and mandating third-party audits and public reporting. Supporters, including survivor advocates and a parent of a child victim, said the bill would reduce the burden on survivors and improve removal of abusive content. Tech industry opponents said they support the goal but objected to the human-review mandate, public audit disclosures, and enforcement provisions, arguing they could create security risks and compliance burdens. Members generally supported the bill’s intent but raised questions about audit frequency and human review; the bill was moved on call with seven votes at the time of the transcript.
NV
Nevada 2025 Regular Session
Senate Committee on Legislative Operations and Elections Jun 1st, 2025 at 03:03 pm
Legislative Operations and Elections
Transcript Highlights:
- That's because algorithmic manipulative… …targeted audit purposes.
- First, there is no algorithmic switching of votes in Nevada or anywhere else in the country.
- Chiaris' statement that there's no algorithms anywhere in elections in the country.
- Certainly there's different types of algorithms used for different reasons.
- And so there's an algorithm right there. Mr.
CA
California 2025-2026 Regular Session
Assembly Judiciary Committee Jul 8th, 2025
Transcript Highlights:
- On the other hand, there are sensitive cases involving discrimination against protected classes, and
- , often through bias mitigation and anti-discrimination programs.
- , often through bias mitigation and anti-discrimination programs.
- Their algorithms amplify hate because hate drives clicks and clicks drive profits.
- that algorithm into making everyone like each other?
Summary:
The committee heard several bills, with most drawing support after amendments or ongoing stakeholder negotiations. SB 29, by Senator Laird, would extend a sunset on the law allowing pain-and-suffering claims to survive a plaintiff’s death; supporters, including a family member describing a medical negligence case, labor groups, consumer advocates, and disability and elder organizations, argued it prevents defendants from running out the clock, while hospitals, medical groups, and business organizations warned of higher costs and added liability. After extensive debate about data collection, settlement reporting, and the impact on health care access, the bill passed to Appropriations on a divided vote.
SB 294, by Senator Reyes and presented by Senator Laird, would require employers to notify a worker’s emergency contact if the worker is arrested or detained and would create a template to inform employees of state and federal labor rights. Labor and worker advocates said the bill would help workers understand and enforce their rights amid weakened federal enforcement; there was no opposition on file, and the bill passed unanimously to Appropriations. SB 697 would modernize water-rights adjudication by allowing the State Water Board to use technology instead of requiring in-person field investigations; with no opposition, it also passed unanimously.
The committee also advanced SB 37 on attorney advertising, SB 645 on peremptory challenges in civil cases, SB 303 on bias-mitigation trainings in public workplaces, and SB 464 on expanding pay-data reporting for specified state workers. SB 37 drew support from consumer and legal groups but concerns from Walker Advertising about joint advertising; members said negotiations were ongoing, and the bill passed. SB 645 would extend anti-bias jury-selection rules to certain civil rights cases; criminal-defense and defense groups said they were close to agreement, and the bill passed. SB 303 and SB 464 were both amended to narrow scope and moved forward after several opponents shifted to neutral or removed opposition. The committee also approved a consent calendar of additional bills, all sent to Appropriations.
MN
Minnesota 2025-2026 Regular Session
Commerce Committee Meeting - 2026-03-26
Commerce Finance and Policy
Transcript Highlights:
- >
me <00:59:51.320>videos <00:59:51.760>to The algorithm keeps feeding me videos - Algorithms are often marginalized voices find an audience that traditional media ignores.
- With this, we're going to be using the algorithms that these social media companies are already using
- that's happening now, these algorithms that's happening now, these algorithms are<01:15:46.720><
- This is algorithm-driven and parent-driven.
Keywords:
trusted contact, financial exploitation, elder abuse, elder financial abuse, fraud prevention, financial institution, banking, credit union, broker-dealer, account security, dormant account, consumer protection, scam, suspicious activity, protective services, law enforcement reporting, Minnesota Statutes chapter 45A, HF3388, Minnesota premium security plan, reinsurance
AZ
Transcript Highlights:
- When I got on, there’s going to be an algorithm that figures out.
- HB 2903 is about stopping discrimination before it becomes institutionalized.
- They invite viewpoint discrimination. Social credit systems are not neutral.
- They invite viewpoint discrimination, economic exclusion, and forced conformity.
- That is discrimination dressed up as compliance.
Bills:
HB2118, HB2181, HB2308, HB2309, HB2402, HB2476, HB2682, HB2698, HB2875, HB2877, HB2903, HB2910
Keywords:
mobile food vendors, licensure, food safety, statewide regulations, health standards, zoning, temporary vendors, HB2181, death certificate, death certificates, vital records, funeral establishment, funeral home, human remains, medical certification of death, death registration, state registrar, local registrar, county medical examiner, alternate medical examiner
Summary:
The House Commerce Committee heard and advanced several bills. HB 2181, as amended, would extend the deadline for funeral establishments to submit death certificates from 7 days to a maximum of 14 days and clarify that a provider’s medical certification period excludes weekends and holidays. The sponsor and a mortuary owner testified that the current timeline is often difficult to meet because of weekends, holidays, doctor availability, county delays, and family circumstances. Several members said the bill did not fully address the underlying compliance problems, but the committee adopted the amendment and passed the bill 6-4-1.
HB 2682 would create a DES rental assistance program offering up to two months or $5,000 in aid, with a $5 million general fund appropriation for administration. The sponsor and a tenant advocate described the bill as a short-term bridge to prevent eviction and homelessness, while an industry representative said rental assistance is an effective early intervention tool. Some members raised concerns about limiting eligibility to households with children and about program administration, but the bill passed 7-4. HB 2698 would create a rental assistance study committee to evaluate program effectiveness and repeal in 2028; it passed on a 7-4 vote.
HB 2476 would revise CPA certification and reciprocity requirements, creating multiple pathways to licensure and updating related rules and fees. Supporters said it would help address a CPA shortage and align Arizona with other states; after clarification from the sponsor and the State Board of Accountancy, the committee passed it unanimously, 11-0. The committee then heard HB 2308, which would bar dental insurers and certain holding companies from owning dental practices; the Arizona Dental Association supported it as a safeguard against vertical integration, while Delta Dental opposed it as overbroad and burdensome. The bill passed 8-0-3. Finally, the committee began hearing HB 2118 on mobile food vendors and local permitting, with the sponsor and food truck operators arguing for streamlined county/state licensing and reduced local duplication, while a vendor representative warned the proposal could affect existing local ordinances and private-property vendors.
CA
California 2025-2026 Regular Session
Assembly Floor Session May 12th, 2025
California House Floor Meeting
Transcript Highlights:
- Social media platforms continue to deny that their algorithms and design features are contributing to
- Their proprietary algorithms and design features are fully capable of stronger safety.
- Just as I feel like the algorithms are responsible for serving a young lady, obviously posts on extreme
- Why do some platforms choose to invest heavily on sending ads and developing algorithms to ensure kids
- To be clear, an algorithm in social media is an artificial intelligence system.
CA
California 2025-2026 Regular Session
Assembly Labor and Employment Committee Apr 2nd, 2025
Transcript Highlights:
- Workers face risks of bias, discrimination, and errors, usually without knowing how algorithms assess
- This can easily lead to discrimination against individuals with physical disabilities.
- The introduction of these tools only stands to exacerbate the discriminations that workers face.
- Not machine learning or any of these algorithmic tools making the decision for a supervisor. or even
- They're using wearable trackers, facial recognition, speech monitoring, and algorithmic surveillance
Summary:
The committee heard a series of labor-related bills, with most measures focused on worker training, privacy, wages, and safety. AB 296 would require schools or districts to host apprenticeship fairs at least once a year, with flexibility on how they are run and whether programs outside the county can participate. Supporters said it would help connect students to skilled trades and address workforce shortages; school administrators opposed the bill as an unfunded mandate that could be impractical for elementary schools. The bill was later moved on call, with the committee noting it could not vote until quorum was established.
AB 1221 and AB 1331 both addressed workplace surveillance. AB 1221 would restrict invasive monitoring tools, require notice to workers, limit the use and sharing of worker data, and require human review before discipline based on surveillance outputs. Labor groups supported the bill as a response to AI-driven monitoring, while business groups raised concerns about broad definitions, security cameras, investigations, and data-access provisions. AB 1331 focused more narrowly on privacy in off-duty and private spaces, limiting surveillance in places like restrooms, break areas, vehicles, and homes; hospitals and business groups opposed it as too broad and potentially disruptive to safety, cybersecurity, and facility monitoring. Both bills were advanced by committee vote.
The committee also heard AB 1181, which would require firefighter turnout gear to be free of cancer-causing chemicals such as PFAS by 2027, and AB 1198, which would require prevailing wage rates on public works to reflect the wage in effect when the work is performed rather than when the project was first advertised. Firefighter representatives strongly supported AB 1181, while the chemical industry asked to continue working on scope and timelines. AB 1198 drew support from labor and contractor groups but opposition from local governments and housing groups concerned about mid-project cost increases; it was passed to Appropriations after a roll-call vote. Other measures approved included AB 1235 on skilled-and-trained workers for CSU construction, AB 1251 on ghost job postings, AB 552 on locating the Agricultural Labor Relations Board office outside Sacramento, AB 1110 on updating Cal/OSHA workplace posters, AB 1136 on expanding high road training partnerships, and AB 1234 on wage claim enforcement. AB 692, which would ban employer debt agreements that require workers to repay training or other costs if they leave a job, drew strong support from nurses and labor advocates and opposition from business and health care groups; it was also passed on a roll-call vote.
MN
Minnesota 2025-2026 Regular Session
House Veterans and Military Affairs Division 2/25/26
Veterans and Military Affairs Division
Transcript Highlights:
- It was clear discrimination uh because they were veterans.
- >
uh <00:03:27.440>because It was clear discrimination uh because It was clear discrimination - They can't exclude them, and they can't discriminate against them.
- <00:12:50.880>
against and they can't discriminate against and they can't discriminate against - Massachusetts has status of a veteran in the unlawful discrimination statute.
Keywords:
veterans rights, employment discrimination, human rights, Minnesota laws, protected classes, veterans, Minnesota Department of Veterans Affairs, veterans affairs, Secret War in Laos, SGU veteran, Hmong veterans, Laotian veterans, honor guard, military funeral honors, state veterans cemetery, burial eligibility, veterans home, temporary closure, state active service, National Guard
HI
Transcript Highlights:
- It is really discrimination could be a combination of characteristics, recognizing that discrimination
- It is really discrimination could be a combination of characteristics, recognizing that discrimination
- And this would help with discrimination.
- Um so them from discrimination as well.
- 00:22:26.960>
going <00:22:27.039>to don't discriminate, you're not going to don't discriminate
Keywords:
freedom of speech, elections, campaign finance, non-natural persons, regulated participation, constitutional amendment, financial disclosures, government transparency, public confidence, Senate confirmation, conflicts of interest, state ethics commission, campaign contributions, state contracts, transparency, conflict of interest, government ethics, pretrial release, bail reform, financial ability
Summary:
The Judiciary Committee heard testimony on several bills. SB 2248 would expand financial disclosure requirements to certain gubernatorial nominees subject to Senate confirmation. The State Ethics Commission supported the measure, saying disclosures should be filed before confirmation so the public and interested parties can review them in advance. Testimony was overwhelmingly in support, with 22 supporters, no opposition, and one comment.
SB 2530 would broaden Hawaii’s campaign contribution ban for state and county contractors to include officers and immediate family members, and would extend the ban to certain grantees and their officers and family members, with specified contract thresholds. The Campaign Spending Commission said the bill is its own proposal and would align the thresholds with procurement guidelines. Testimony was entirely favorable, with 30 in support, no opposition, and two comments. Members asked about conforming amendments and how the existing prohibition on soliciting contributions applies; CSC said the calendar-day language clarifies current practice and that the solicitation ban already applies to contractors, with the bill extending the same standard to officers and immediate family members.
SB 2732 would require courts to consider a defendant’s ability to pay when setting bail, including excluding public benefits from income calculations and clarifying the 40-hour affordability benchmark for those above 150% of the federal poverty level. The Office of the Public Defender, the Hawaii Correctional System Oversight Commission, and the ACLU of Hawaii supported the bill, arguing that unaffordable bail creates wealth-based disparities, contributes to jail overcrowding, and can cause severe collateral consequences for people not yet convicted. There was one opposition testimony and 18 supporters. Committee discussion focused on when the 40-hour period should begin, how income would be verified, and whether misrepresentation could affect bail; the Public Defender said the measure should be read to start from initial appearance and that judges could address false statements through existing remedies.
SB 2871 would prohibit discrimination based on perceived characteristics, association with someone who has or is perceived to have protected characteristics, and intersectional combinations of characteristics. The Department of Education supported the intent but asked for clear definitions, while the Hawaii Civil Rights Commission said the bill does not add new protected classes and simply codifies the Lamb v. University of Hawaii decision on intersectional discrimination. LGBTQ+, civil rights, ACLU, and other advocacy groups testified in support, with one opposition testimony and a total of 27 in support, two opposed, and one comment. The committee then heard SB 2919, which appropriates funds for one full-time public deputy public defender position. The Public Defender’s Office said the position would provide statewide legal support and a centralized resource on constitutional, appellate, and immigration-related issues; several advocacy groups supported the measure, and committee questions focused on how the new position would complement existing training and keep staff updated on changing law.
AL
Keywords:
Elmore County, rental tax, tax revenue, infrastructure funding, economic development, Ma-Chis Lower Creek Indian Tribe, tribal police, reservation security, state-recognized tribe, law enforcement authority, certified police officer, Peace Officers' Standards and Training Commission, P.O.S.T., trespass, warrantless arrest, tribal land, sovereignty, public safety, Indian tribe, reservation
TX
Keywords:
public school funding, education, budget allocation, financial transparency, state law, local control, fiduciary responsibility, public retirement systems, investment management, proxy voting, financial factors, insurance, political shareholder proposals, fossil fuels, greenhouse gas emissions, environmental regulation, discrimination, credit extension, social credit, value-based standards
TX
Transcript Highlights:
- They don't have anything to point to except a discriminative opinion.
- Senate Bill 946 is about creditors and discriminating based on a social credit score.
- This viewpoint discrimination, plain and simple, has no place in... Texas.
- Banks continue to discriminate on lending based on emissions.
- Again, a free market economy must be free from discrimination.
Keywords:
public school funding, education, budget allocation, financial transparency, state law, local control, fiduciary responsibility, public retirement systems, investment management, proxy voting, financial factors, insurance, political shareholder proposals, fossil fuels, greenhouse gas emissions, environmental regulation, discrimination, credit extension, social credit, value-based standards
TX
Keywords:
public school funding, education, budget allocation, financial transparency, state law, local control, fiduciary responsibility, public retirement systems, investment management, proxy voting, financial factors, insurance, political shareholder proposals, fossil fuels, greenhouse gas emissions, environmental regulation, discrimination, credit extension, social credit, value-based standards
TX
AL
Alabama 2025 Regular Session
Alabama Senate Finance and Taxation General Fund Committee Mar 5th, 2025
Finance and Taxation General Fund
Keywords:
income tax, CHOOSE Act, education funding, ABLE account, tax credits, poverty threshold, legislative funding, HB89, Medicaid, pregnant women, pregnancy, prenatal care, ambulatory prenatal care, presumptive eligibility, temporary Medicaid coverage, Alabama Medicaid Agency, maternal health, low-income women, health coverage, eligibility determination
US
US Federal 2025-2026 Regular Session
Hearings to examine the nomination of Howard Lutnick, of New York, to be Secretary of Commerce. Jan 29th, 2025 at 09:15 am
Commerce, Science, and Transportation Committee
Transcript Highlights:
- Well, they ask a million questions; they have an algorithm that asks what we have a million questions
- in our society, using super algorithms to look at people in our society and then make it easier to discriminate
- Is that your view, that as we move forward to ensure that AI algorithms don't allow for greater discrimination
- in the past, it's very likely that algorithms will be deployed to hurt them.
- the highest standards for protection against discrimination.
CA
California 2025-2026 Regular Session
Assembly Labor and Employment Committee Jun 25th, 2025
Transcript Highlights:
- Who wants to have algorithms deciding about your future?
- Who wants to have algorithms deciding about your future?
- Another risk of unsupervised ADS usage is the potential for bias and discrimination being built into
- informed when and how AI systems are used to monitor them, giving people the right to know when algorithms
- Without oversight, AI tools risk embedding bias, undermining privacy, and enabling digital discrimination
Summary:
The Assembly Labor and Employment Committee heard several bills focused on worker rights, workplace technology, pay equity, and retail/self-checkout standards. SB 703 would require ports to collect and report information on trucking companies to help identify worker misclassification in the port trucking industry; supporters, including Teamsters and the California Labor Federation, said better data is needed for enforcement, while trucking and retail groups said they were working with the author and expected to remove opposition after amendments. The bill passed 5-0 and was re-referred to Transportation. The committee also approved a consent calendar of other measures.
SB 294, the Workplace Know Your Rights Act, would require the Labor Commissioner to create a template for annual employer notices about workers’ labor and civil rights, including emergency contact notification if a worker is detained or arrested. Supporters said the bill would help workers understand their rights amid federal rollbacks and weak enforcement; the California Restaurant Association opposed it. SB 7 would require notice and human review before employers use automated decision-making systems for discipline or termination, and would bar predictive use of such systems for employment actions. Labor groups supported the bill as a safeguard against biased or opaque algorithmic management, while HR, chamber, retail, and local government groups raised concerns about breadth, notice burdens, and small-business impacts. Both bills passed 5-0 to their next committees.
The committee also advanced SB 238, which would require disclosure about workplace surveillance and AI monitoring tools, and SB 442, which sets staffing and operational standards for self-checkout, including at least one staffed lane, one employee dedicated to monitoring self-checkout, item restrictions, and a 15-item limit sign. Supporters argued both bills improve transparency, safety, and worker protections; opponents warned SB 238 could expose security practices and SB 442 could raise costs and create preemption issues. SB 464 would expand state pay-data reporting to better capture public-sector workforce demographics in line with reparations and pay-equity goals, and SB 642 would strengthen the Equal Pay Act by extending recovery periods, clarifying wage definitions, and updating pay-scale language. SB 464 and SB 642 also passed, with some opposition from county and business groups over scope and retroactivity. All measures taken up in the hearing were approved by committee, generally on 5-0 votes, and re-referred to the appropriate policy or fiscal committees.
TX
Transcript Highlights:
- It is wrong when you discriminate against them because... ...they wrote policies under one of your carriers
- Bill 1822 aims to improve transparency surrounding the use of our artificial intelligence (AI) algorithms
- Under current law, AI algorithms cannot be used to deny service unless explicitly reviewed. by a physician
- agents to submit an annual report to the Texas Department of Insurance (TDI) attesting that any algorithms
- AI-based algorithms.
Keywords:
autism, health insurance, coverage, medical treatment, health benefit plan, HIV prevention, prescription drug, prior authorization, health benefits, insurance coverage, insurance, contract termination, property and casualty, insurance agents, discrimination, appraiser, umpire, licensing requirements, continuing education, admin penalties
CA
Transcript Highlights:
- Genetic discrimination is a major barrier preventing people from getting genetic testing, a study from
- Genetic discrimination is a major barrier preventing people from getting genetic testing.
- We can close the genetic discrimination loopholes while also maintaining robust insurance markets.
- Federal law already prohibits genetic discrimination in health insurance and employment.
- We follow state and federal privacy laws and regulations, unfair discrimination laws, and other laws