Video & Transcript Research : 'algorithmic discrimination'
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HI
Keywords:
elections, chief elections officer, termination for cause, Hawaii election law, elections commission, commercial drivers license, non-domiciled, federal regulations, commercial learner's permit, citizenship, lawful residency, Department of Transportation, workers' compensation, vocational rehabilitation, injury recovery, employment services, return to work, military families, family leave, qualifying military exigency
HI
Keywords:
elections, chief elections officer, termination for cause, Hawaii election law, elections commission, commercial drivers license, non-domiciled, federal regulations, commercial learner's permit, citizenship, lawful residency, Department of Transportation, workers' compensation, vocational rehabilitation, injury recovery, employment services, return to work, military families, family leave, qualifying military exigency
HI
Keywords:
elections, chief elections officer, termination for cause, Hawaii election law, elections commission, commercial drivers license, non-domiciled, federal regulations, commercial learner's permit, citizenship, lawful residency, Department of Transportation, workers' compensation, vocational rehabilitation, injury recovery, employment services, return to work, military families, family leave, qualifying military exigency
HI
Keywords:
elections, chief elections officer, termination for cause, Hawaii election law, elections commission, commercial drivers license, non-domiciled, federal regulations, commercial learner's permit, citizenship, lawful residency, Department of Transportation, workers' compensation, vocational rehabilitation, injury recovery, employment services, return to work, military families, family leave, qualifying military exigency
HI
Keywords:
elections, chief elections officer, termination for cause, Hawaii election law, elections commission, commercial drivers license, non-domiciled, federal regulations, commercial learner's permit, citizenship, lawful residency, Department of Transportation, workers' compensation, vocational rehabilitation, injury recovery, employment services, return to work, military families, family leave, qualifying military exigency
AL
Alabama 2026 1st Special Session
Alabama House Commerce and Small Business Committee Mar 11th, 2026
Commerce and Small Business
Keywords:
Alabama State House, Montgomery, Legislative Council, demolition, state capitol, state capitol building, historic preservation, state property, inventory removal, fixtures, furnishings, reuse, recycling, upcycling, surplus property, public assets, legislative chambers, desk sale, chair sale, state auditor
TX
Transcript Highlights:
- Unfortunately, patients don't walk into the clinic with "I'm the 5% that doesn't fit an algorithm" written
Keywords:
grand jury, jury qualifications, jury wheel, small counties, Texas legislation, age verification, obscene devices, online sales, juvenile protection, penalties, antitrust, attorney general, Texas Free Enterprise, business regulations, legal confidentiality, personal identifying information, data brokers, judicial safety, civil rights, data privacy
TX
Transcript Highlights:
- for or holding occupational licenses. apprehensively protect these individuals from religious discrimination
Keywords:
grand jury, jury qualifications, jury wheel, small counties, Texas legislation, age verification, obscene devices, online sales, juvenile protection, penalties, antitrust, attorney general, Texas Free Enterprise, business regulations, legal confidentiality, personal identifying information, data brokers, judicial safety, civil rights, data privacy
TX
Transcript Highlights:
- Currently, current law does not comprehensively protect these individuals from religious discrimination
Keywords:
grand jury, jury qualifications, jury wheel, small counties, Texas legislation, age verification, obscene devices, online sales, juvenile protection, penalties, antitrust, attorney general, Texas Free Enterprise, business regulations, legal confidentiality, personal identifying information, data brokers, judicial safety, civil rights, data privacy
AL
Alabama 2026 1st Special Session
Alabama House Public Safety and Homeland Security Committee Jan 14th, 2026
Public Safety and Homeland Security
Keywords:
body-worn cameras, dashboard cameras, law enforcement, public disclosure, investigation, transparency, juveniles, nonviolent offenses, intervention program, juvenile detention, youth services, volunteer firefighters, cancer compensation, death benefits, line of duty, first responders, bail reform, cash deposit, judicial discretion, criminal justice
MA
Massachusetts 2025-2026 Regular Session
Joint Committee on Housing Jun 21st, 2026 at 11:00 am
Joint Committee on Housing
Transcript Highlights:
- On the other side of the point, algorithmic price discrimination allows companies to squeeze as much
- And oftentimes, these algorithms suggest that landlords And oftentimes, these algorithms suggest that
- What good is new supply if algorithms artificially inflate all prices?
- When concerns were raised, we were told not to deviate from the algorithm.
- This problem is acute in Massachusetts. in rent due to rent fixing algorithms.
Summary:
The Joint Committee on Housing held a hybrid hearing on a broad slate of landlord-tenant and home rule bills, with most testimony focused on rent stabilization, tenant opportunity to purchase (TOPA), tenant fees, access to counsel, algorithmic rent fixing, and tenant protections in subsidized housing. Chairs Cyr and Haggerty outlined the hearing procedures and noted that written testimony could also be submitted. Several members and invited speakers emphasized that the committee was hearing from both local officials and residents affected by housing instability, especially in Somerville and other communities facing high rents and displacement.
Supporters of rent stabilization and local-option rent control argued that Massachusetts needs tools to prevent displacement while new housing is built. Senator Eldridge, Senator Jalen, Somerville officials, tenant organizers, and residents described steep rent increases, no-fault evictions, and the loss of naturally occurring affordable housing. Somerville’s home rule petition was described as allowing annual increases tied to CPI plus 2%, capped at 5%, with exemptions for owner-occupied two- and three-family homes and a 15-year exemption for new construction. TOPA supporters said it would let tenants or their designees buy buildings before speculative buyers, preserving affordable housing stock; opponents, including small landlords and property managers, argued rent control would reduce supply, discourage investment, and that TOPA could delay sales and harm properties.
The committee also heard testimony on bills to curb junk fees and regulate tenant charges, including limits on late fees, lease renewal fees, payment portal fees, attorney’s fees, and other add-on charges. Advocates said these fees can add hundreds of dollars a month and disproportionately harm low-income renters and renters of color. Another major topic was algorithmic rent fixing: Senator Moore and Representative Sabadoza said landlords should not use software such as RealPage to coordinate pricing, citing federal antitrust actions and arguing that competition is essential to lowering rents. Additional testimony supported a statewide right to counsel in eviction cases, with legal services providers saying representation dramatically improves outcomes and can save the state money, and a bill to create an office of tenant protections to better enforce sanitary code violations. No votes or final actions were taken during the hearing.
CA
California 2025-2026 Regular Session
Assembly Judiciary Committee Apr 8th, 2025
Transcript Highlights:
- Algorithms. There were no algorithms. The algorithms and a lot of things.
- Algorithms. There were no algorithms. The algorithms and a lot of things.
- And I think the main ones are pricing algorithm.
- And I think the main ones are pricing algorithm.
- Plausible uses of pricing algorithms, right?
Summary:
The committee heard several bills, beginning with AB 2, which would create enhanced civil penalties for large social media companies when negligence proven in court causes harm to children and teens. The author and supporters argued the bill is needed to address addictive algorithms and harmful content, while opponents warned it was vague, could chill speech, and might be preempted by federal law. Members largely focused on whether the bill changed the standard of care or burden of proof; the bill passed out of committee on a roll call vote, with some members noting concerns but supporting it to continue the discussion.
AB 282, dealing with housing vouchers and source-of-income discrimination, would clarify that housing providers may prioritize applicants who qualify for rental assistance without violating fair housing law. Supporters from housing authorities, local governments, and advocacy groups said it would help voucher holders find units and improve use of housing funds. There was no opposition, and the bill passed to Appropriations on a roll call vote, with two no votes.
The committee also considered AB 882 on court reporter availability and electronic recording in certain cases when a court reporter is unavailable. Supporters said the bill is a temporary, narrowly tailored response to a shortage of reporters and would preserve access to accurate records, while opponents argued it was too narrow, raised access-to-justice concerns, and should be broadened. Members from both sides emphasized the importance of court reporters and electronic recording as a backup; the bill passed with an urgency clause and was sent to Appropriations. The committee then heard AB 325 on algorithmic price fixing, AB 935 on civil rights data clarity, AB 1414 on tenant choice of internet service provider, and AB 67 on Attorney General enforcement of the Reproductive Privacy Act; each drew support from sponsors and advocacy groups, opposition centered on overbreadth or policy concerns, and each advanced on committee votes, with several members requesting further amendments or clarification.
CA
California 2025-2026 Regular Session
Assembly Privacy and Consumer Protection Committee Jul 16th, 2025
Transcript Highlights:
- discrimination, and various kinds of risks.
- own algorithms that they were using.
- But any algorithm or software that compares... ...competitive as much as possible, but any algorithm
- distributors and pricing algorithm users.
- Algorithmic collusion is doing just that.
Summary:
The committee heard several AI- and consumer-protection-related bills, with extensive testimony from authors, supporters, and industry opponents. SB 53 by Senator Wiener would create transparency requirements for large AI developers, including disclosure of safety and security protocols, reporting of critical safety incidents, whistleblower protections, and the CalCompute public cloud. Supporters said it is a narrower, transparency-based follow-up to last year’s vetoed AI safety bill, while opponents argued it still relies too much on company size, could expose trade secrets, and should be narrowed further. The committee approved SB 53 on a do-pass-as-amended vote to Appropriations, with the roll held open for absent members.
SB 766 by Senator Allen would codify the FTC’s Cars Rule and create a three-day cooling-off period for certain used-car purchases, along with stronger disclosure rules on pricing, add-ons, and government affiliation claims. Supporters said it would save consumers money and time and help buyers avoid bad deals, while dealer and industry groups said amendments addressed many of their concerns. Several former opponents moved to neutral, and the committee passed SB 766 unanimously as amended to Appropriations.
SB 7 by Senator McNerney would regulate automated decision-making systems in employment by requiring notice, human review for discipline and termination, and limits on predictive behavior analysis. Labor and consumer advocates supported the bill as a safeguard against biased or overly automated workplace decisions, while employer and industry groups raised concerns about scope, notice burdens, and the predictive-analysis ban. The committee passed SB 7 to Appropriations on a 4-2 vote, with the roll held open. SB 833, also by Senator McNerney, would require human oversight of AI used in critical infrastructure, along with training and system assessments; it drew limited opposition focused on scope, and the committee passed it as amended to Appropriations on a 5-0 vote, also holding the roll open.
Later, the committee took up SB 11, which would address AI-generated voice, image, and video cloning and deepfakes by clarifying likeness protections, requiring consumer warnings, and addressing misuse and evidence tampering. Supporters framed it as a targeted response to nonconsensual deepfakes, while industry groups said recent amendments improved the bill but still had concerns about penalties and warning language. The committee also heard SB 720, the Safer Streets Act, which would let cities opt into a revised red-light camera system that shifts from driver to owner liability, removes facial identification, makes violations civil rather than criminal, and directs revenue toward transportation safety projects; the author presented the bill, but the transcript ends before any final action on SB 720.
TX
Texas 89th Regular
Senate Committee on Health and Human Services Mar 18th, 2025
Health & Human Services
Transcript Highlights:
- Disasters don't discriminate, and neither does safety.
- So, regarding algorithms, it's not against algorithms; that's just doing the normal process.
- Do you have any fears that this might lead to discrimination? No, I don't believe so.
- Health care discrimination has devastating consequences.
- It can get smarter with AI, moving past algorithms.
Keywords:
immunization, written informed consent, civil liability, health care provider, vaccine compensation, administrative penalty, health care, licensing, complaint procedure, disciplinary action, law enforcement, pharmacy benefit manager, PBM, gag clause, prescription drug pricing, out-of-pocket cost, cash price, pharmacist, pharmacy, prescription drug benefit
TX
Transcript Highlights:
- Nevertheless, they created an algorithm that was designed to maximize engagement.
- And what the algorithm figured out, not a person, an algorithm with neither evil intent nor benevolent
- I'm talking with an algorithm. We need people to be aware of that.
- I'm talking with an algorithm. We need people to be aware of that.
- I don't do algorithms. I don't run these companies. But I think they can do it.
Keywords:
minors, sexually explicit materials, public libraries, age verification, civil penalties, library collection review, alcohol storage, airline permits, beverage regulations, airport, commercial flights, alcoholic beverages, local option election, zoning regulations, municipality control, land use, state law, social media, bot accounts, misinformation
Summary:
The Committee on State Affairs heard several bills, mostly on alcohol regulation, ethics procedures, the Alamo, and free speech in professional associations. SB 2633 would let the City of Garland hold local option elections on alcohol sales within designated zones and use zoning/land-use rules for alcohol-selling businesses; Senator Johnson and Garland officials said it would reduce the burden of the petition process and support economic development. SB 2637 would require social media platforms to disclose when posts are made by bot accounts and allow Attorney General enforcement; supporters framed it as consumer protection against misleading automated content, while members raised questions about how platforms would identify bots and how enforcement would work. SB 2334 would allow airlines with passenger transportation permits to store sealed alcoholic beverages within five miles of an airport in the same county, which the sponsor and an American Airlines witness said would improve logistics without changing permits, taxes, or alcohol sourcing.
The committee also heard SB 2781 and SB 2782, both related to Texas Ethics Commission procedures. SB 2781 would cap civil penalties tied to certain campaign contribution violations by former legislators who later lobby, and SB 2782 would require TEC to adopt discovery control plans and align discovery rules more closely with the Texas Rules of Civil Procedure to limit costly, open-ended discovery. Both bills were left pending after no public testimony. SB 3059 would transfer oversight of the Alamo from the General Land Office to a new Alamo Commission beginning in 2027; Senator Campbell said it would provide long-term stewardship and transparency, while Senator Birdwell questioned the need for a change and the commission’s structure, and GLO witnesses said they were not aware of any problem prompting the shift. HB 1130, a House companion to a previously passed Senate bill, would provide liability protections for cavern entities that post warning signs, and it was also left pending.
A major portion of the meeting focused on SB 2713, which would bar professional or trade associations from denying membership or access based on protected characteristics or lawful speech and assembly. Senator Middleton and invited witnesses described disciplinary actions by realtor associations against members for social media posts, sermons, or political speech, arguing that the National Association of Realtors’ ethics rules were being used to punish private expression and threaten livelihoods through loss of MLS access. Committee members and witnesses discussed whether the bill should be narrowed to avoid affecting religious organizations, how association discipline works, and whether the measure should address existing penalties or only future conduct. The bill was left pending after extensive invited testimony and committee discussion.
TX
Transcript Highlights:
- Nevertheless, they created an algorithm that was designed to maximize engagement.
- And what the algorithm figured out, not a person, an algorithm with neither evil intent nor benevolent
- And the algorithm, you know, blew these messages up in something like 70 to 80 percent.
- I don't do algorithms. I don't run these. I think they can do it.
- This bill closes the door on ideological discrimination by trade organizations.
Keywords:
minors, sexually explicit materials, public libraries, age verification, civil penalties, library collection review, alcohol storage, airline permits, beverage regulations, airport, commercial flights, alcoholic beverages, local option election, zoning regulations, municipality control, land use, state law, social media, bot accounts, misinformation
CA
California 2025-2026 Regular Session
Assembly Privacy and Consumer Protection Committee Jun 24th, 2025
Transcript Highlights:
- Social media algorithms are not neutral. It is reality. Social media algorithms are not neutral.
- I'm talking about the algorithm.
- I'm talking about the algorithm.
- Patterson nailed it: it's the algorithm, stupid. It's about that algorithm, including algorithm.
- Now we get down to the algorithm itself. Can you give me an example of a hate-driven algorithm?
Summary:
The committee hearing covered several bills related to privacy, consumer protection, and online harms. SB 259 by Senator Wahab would prohibit surveillance pricing based on device data such as geolocation or battery level; supporters argued it would curb discriminatory and predatory pricing, while opponents raised concerns about geolocation definitions, legitimate location-based pricing, and impacts on discounts and loyalty programs. The bill was moved on a due pass motion to the Judiciary Committee and passed 8-1, with members noting amendments and ongoing discussions with stakeholders.
SB 22 by Senator Laird would raise the amount of gift cards that can be redeemed for cash, with the author saying the goal is to update the long-standing $10 threshold for inflation and preserve consumer value. Consumer advocates supported the bill, while retailers, restaurants, grocers, and chambers of commerce opposed or opposed unless amended, citing fraud concerns, safety issues, and the need for clarification on donated or returned gift cards. The committee voted the bill out on a 6-1 vote and kept it on call.
SB 576 by Senator Umberg would apply broadcast-style loudness rules to streaming advertisements. The author said the bill is intended to prevent ads from being much louder than programming, especially for children, while the opposition argued that streaming ad insertion is technically different and that existing industry standards and FCC oversight already address the issue. The bill passed 8-0. SB 683 by Senator Cortese would clarify that people can seek injunctive relief, including a TRO, for unauthorized use of name, image, or likeness; supporters said it strengthens privacy protections, while opponents warned about prior restraint and First Amendment concerns. The bill was moved out on a due pass motion and kept on call.
The final bill discussed, SB 771 by Senator Stern, would clarify that existing civil rights and hate-related laws apply to social media platforms and their algorithms, with higher penalties for intentional or reckless violations. Supporters, including the Simon Wiesenthal Center and the Islamic Networks Group, described online hate as fueling real-world violence and urged stronger accountability; opponents argued the bill could conflict with Section 230, chill lawful speech, and create vague standards. Members raised questions about constitutionality, definitions, and whether the bill would be workable, but several expressed support for the author’s goals.
NH
Transcript Highlights:
- I'm happy to take questions. algorithm to communicate between all of algorithm to communicate between
- <03:34:56.319>
that's price fix through an algorithm that's price fix through an algorithm - It doesn't define what an algorithm is, but according to Google, an algorithm is a process or set of
- It doesn't define what an algorithm is, but according to Google, an algorithm is a process or set of
- Discrimination is very specific to that form of discrimination. Are you aware of that in our law?
TX
Transcript Highlights:
- It was the TikTok blackout challenge, which algorithmically encourages its use.
- Can you speak to any of how those algorithms work, how anybody who is watching might feel like, well,
- You know, first as it relates to algorithms broadly, there's two buckets on that.
- I have seen some messages, but I will say my algorithm, or not my algorithm, my messaging on Instagram
- We deserve to be protected against discrimination on the basis of our sex and identity.
Keywords:
social media, children, account verification, data privacy, parental control, financial crime, card fraud, motor fuel theft, law enforcement, criminal activity, skimmers, prevention, training, biological sex, government information, definitions, sex-based distinctions, public health, federal directives, state authority
Summary:
The committee took up House Bill 186, which would require social media platforms to verify users are 18 or older before allowing account creation. Invited witnesses in support, including Mary Elizabeth Castle and David Dunmoyer, argued the bill would protect children from harmful algorithms, addictive design, bullying, sexual exploitation, and mental health harms, and emphasized parental rights and the idea that minors should not enter binding contracts with platforms. Committee members questioned them about how algorithms work, whether parents could realistically monitor content, and whether the bill would still allow educational use; the witnesses said the bill was narrowly aimed at harmful social media use and not educational content.
Public testimony on HB 186 was largely in opposition, though several student witnesses said they supported the bill’s goals but wanted the age lowered to 16 or the bill amended to allow parental consent or joint accounts. Opponents argued the bill would be ineffective because teens could bypass age checks, would cut off access to educational tools, school communications, recruiting and NIL opportunities, and would burden free speech and privacy. Some witnesses also said social media helps teens with mental health, community, and creative or professional opportunities, while others warned the bill could disproportionately harm disabled and marginalized users. After public testimony closed, HB 186 was left pending.
The committee then heard House Bill 5138, which Chairman Hughes said would respond to a court ruling limiting the Attorney General’s authority to prosecute election crimes unless invited by local prosecutors by changing the statute to require AG prosecution. Public testimony on HB 5138 was brief and opposed by at least one witness who argued it would further erode local control and expand state preemption. The bill was left pending after testimony.
Finally, the committee heard House Bill 3225, a library bill aimed at keeping sexually explicit books and materials out of children’s sections in municipal libraries and requiring age verification for checkout, including digital access, with parental consent and other revisions added in the House. Supporters said the bill would protect children from explicit material and keep such content in adult sections, while opponents argued it would amount to censorship, be costly and difficult to implement, and could be used to target LGBTQ+ or other marginalized content. Library workers, parents, students, and advocates testified that existing library sections already separate age-appropriate materials and that the bill could reduce access to books, burden libraries, and infringe on parental choice and free expression.
NM
New Mexico 2025 Regular Session
House - Health and Human Services Feb 5th, 2025
House Health & Human Services
Transcript Highlights:
- Our next bill up is House Bill 78, Prohibit Discrimination Against 340B Entities. Your time is up.
- And asked them how they use the algorithms.
- To ensure that there is not discrimination built into algorithms.
- the algorithms.
- I would say that's something we should be doing with this algorithm. All right, thank you. Mr.