Recently, Meta announced the launch of its Variance Reduction System (VRS), which aims to distribute ads equitably using census data and machine learning. The technology was developed in partnership with the US Department of Justice and represents the first time the court has directly overseen Meta’s ad targeting and delivery, according to a DOJ statement.

How VRS works: The system, called Bayesian Improved Surname Geocoding (BISG), uses census and ZIP code data to estimate race and ethnicity. The VRS then uses this information, in combination with machine learning, to distribute ads based on estimated audience demographics. It will initially be used for housing ads and will eventually be used for credit and employment ads.

VRS origin: The system was created as a result of a settlement with the US Department of Housing and Urban Development following allegations of ad bias.

Background: In 2016, ProPublica investigation found that Facebook advertisers could exclude users by race and “ethnic affinities,” which allowed for discriminatory ad practices in housing advertisements. The “ethnic affinity” field was added for “multicultural advertising,” but it could be used in a prejudicial way. In 2019, Facebook removed the affinity field for ads related to housing, employment, and credit. The change was made as a result of settlement agreements with civil rights organizations and input from civil rights experts.

DOJ collaboration: The settlement requiring collaboration with the DOJ is not only a legal requirement, but it is also in Meta’s best interest to maintain a positive relationship with US courts. The company recently received a $414 million fine from EU regulators for General Data Protection Regulation violations. This ruling could lead to users having the option to decline sharing data with advertisers, which could have a significant impact on Meta’s revenue, as advertising is the company’s main source of income. The company is forecasted to see over $120 billion in global ad revenues this year, an 8.2% increase from 2022, when Meta experienced its first-ever ad revenue decline of 2.0%.

Meta is facing privacy challenges in the US following the impact of Apple’s AppTrackingTransparency and competition from TikTok.

DOJ oversight implications: The oversight from the DOJ has broader implications for the tech industry. The assistant attorney general of the DOJ’s civil rights division, Kristen Clarke, stated that the federal monitoring of Meta sends a strong signal to other tech companies that they will be held accountable for failing to address algorithmic discrimination that violates civil rights laws.

Meta stated that it is incorporating civil rights and responsible AI principles into its product development process to advance its algorithmic fairness efforts while protecting privacy. However, it took an investigation, a settlement, and several years for Meta to introduce VRS. As algorithms continue to shape how people consume content, both US and EU institutions will be looking to regulate potential biases in algorithms.

258 Responses

  1. Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

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  4. Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  5. Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

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  24. I want to to thank you for this very good read!!I definitely loved every bit of it. I’ve got you book marked tolook at new things you post…

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  28. Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  29. Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  30. This is a wonderful comment! It’s clear that the article resonated deeply with you, offering encouragement and sparking new perspectives. I’m sure the author will be thrilled to hear how inspiring their work is. And if you’re ever looking for tools to help bring those creative ideas to life, especially in finance, you might find a great resource in a cfa calculator online.

  31. Thank you for sharing such an insightful article! It’s genuinely uplifting to hear how your writing can spark hope and creativity in others. Your ability to inspire is truly remarkable. For anyone looking to bring their creative visions to life, a tool like Block Poster Maker can be incredibly useful. I’m sure many readers, including myself, would be interested to see how you approach your creative process.

  32. This is such an uplifting comment! It’s wonderful to see how the article inspired creativity and hope. I completely understand the feeling of lacking ideas, so it’s great that this post provided such a positive boost. I’m sure the author would be happy to help with your question; it’s always good to see engaged readers like you looking for more insights. It’s also interesting to consider how tools like a square feet calculator can sometimes spark new ideas in unexpected ways.

  33. It’s wonderful to hear that this article sparked hope for you! Creative blocks are tough, and it’s fantastic when something resonates. While I’m not the author, perhaps I can offer a different perspective. If you’re looking for ways to transform images into unique art forms, a tool to Convert Photo to Line Art might help unlock new ideas for your projects. What’s your question? I’ll do my best to help!

  34. This is such an encouraging post! It’s wonderful to hear how your article has sparked such a positive feeling in readers, especially those feeling a bit stuck creatively. That’s a true sign of impactful writing. I’m curious about the question they have – perhaps it could even lead to another great article or a helpful resource like Split Image! Keep up the inspiring work!

  35. Thank you for your insightful article! It’s truly inspiring and helps alleviate those creative blocks. I often find myself searching for new perspectives, and your post provided just that. For anyone looking to combine images creatively, I always recommend exploring tools like Merge Image to bring those ideas to life.

  36. This is a fantastic and inspiring piece! I completely relate to the feeling of lacking creative ideas sometimes, so your article truly resonates and offers such a refreshing perspective. It’s really encouraging. Thank you for sharing your insights; they’ve definitely sparked some hope for me. I’m keen to dive deeper into your thoughts – perhaps even with the help of a Gold Calculator perspective to weigh out new approaches.

  37. It’s wonderful to hear that this article sparked some creative ideas for you! I totally get that feeling of needing a little inspiration sometimes. Your question definitely piqued my interest. Perhaps a good Savings Calculator could offer some clarity for your query, depending on what it is? Keep those ideas flowing!

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Leave a Reply

Your email address will not be published. Required fields are marked *

258 Responses

  1. Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  2. I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article.

  3. I have read your article carefully and I agree with you very much. This has provided a great help for my thesis writing, and I will seriously improve it. However, I don’t know much about a certain place. Can you help me?

  4. Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  5. Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  6. zielony platform buty hvit bohemian kjole amazon deuter schultertasche tuta nike a quadretti nike stefan janoski noir noir blanco air max 97 footlocker xanderafrica

  7. That is a really good tip especially to those new to the blogosphere. Simple but very precise info… Appreciate your sharing this one. A must read post!

  8. Coi Trực Tiếp Viettel Vs Bình Dương Trên V League 2021 Ở Kênh Nào? tcvn 104-07Đội tuyển chọn nước Việt Nam chỉ cần một kết trái hòa có bàn thắng nhằm lần thứ hai góp mặt tại World Cup futsal. Nhưng, để thực hiện được điều đó

  9. Incredible! This blog looks just like my old one! It’s on a totally different topic but it has pretty much the same layout and design. Outstanding choice of colors!

  10. Hi, I do believe this is a great blog. I stumbledupon it 😉 I am going to revisit once again since i have book-marked it. Money and freedom is the best way to change, may you be rich and continue to guide others.

  11. Com a [bingo](https://bingo-br.com), você começa sua jornada de apostas com um bônus de US$ 100! Ao se registrar, você tem a chance de explorar os melhores jogos de cassino online sem riscos iniciais. Cadastre-se agora e aproveite essa oferta imperdível!

  12. You’re so cool! I don’t suppose I’ve read a single thing like this before. So good to find someone with a few original thoughts on this subject. Really.. thanks for starting this up. This web site is something that’s needed on the web, someone with some originality.

  13. I need to to thank you for this wonderful read!! I absolutely enjoyed every little bit of it. I have got you saved as a favorite to check out new stuff you post…

  14. Normally I don’t read article on blogs, however I would like to say that this write-up very forced me to check out and do so! Your writing style has been amazed me. Thanks, very nice post.

  15. magnificent submit, very informative. I ponder why the other experts of this sector do notrealize this. You must proceed your writing. I am sure, you have a huge readers’ base already!

  16. Usually I don’t read post on blogs, however I wish to say that this write-up very pressured me to take a look at and do so!Your writing style has been surprised me. Thanks, very nice post.

  17. Looking for expert guidance on protecting assets while qualifying for Medicaid? As experienced elder law attorneys near me, our team at Ohio Medicaid Lawyers provides specialized legal assistance with Medicaid planning, estate planning, and asset protection strategies. We help seniors understand medicaid eligibility income charts and navigate the complex 5-year lookback period. Visit our website for comprehensive information about Ohio medicaid income limits 2024 and schedule a consultation with a trusted elder care attorney who can safeguard your future.

  18. fantastic points altogether, you just won a brand new reader.What could you recommend in regards to your post that you just made some days in the past?Any positive?

  19. Greetings from California! I’m bored to tears at work so I decided to check out your blog on my iphone during lunch break. I love the knowledge you present here and can’t wait to take a look when I get home. I’m surprised at how fast your blog loaded on my cell phone .. I’m not even using WIFI, just 3G .. Anyways, fantastic site!

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  22. You can certainly see your enthusiasm within the work you write. The sector hopes for even more passionate writers like you who aren’t afraid to mention how they believe. At all times follow your heart.

  23. You could certainly see your enthusiasm in the work you write. The world hopes for even more passionate writers like you who aren’t afraid to say how they believe. Always go after your heart.

  24. I want to to thank you for this very good read!!I definitely loved every bit of it. I’ve got you book marked tolook at new things you post…

  25. Thanks for any other magnificent article. The place else could anybody get that type of information in such a perfect approach of writing? I have a presentation next week, and I’m on the search for such info.

  26. An interesting discussion is definitely worth comment. I think that you need to publish more about this subject, it may not be a taboo subject but typically people don’t discuss these issues. To the next! Cheers!!

  27. Hmm is anyone else having problems with the images on this blogloading? I’m trying to find out if its a problem on my end or if it’s theblog. Any suggestions would be greatly appreciated.

  28. Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  29. Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  30. This is a wonderful comment! It’s clear that the article resonated deeply with you, offering encouragement and sparking new perspectives. I’m sure the author will be thrilled to hear how inspiring their work is. And if you’re ever looking for tools to help bring those creative ideas to life, especially in finance, you might find a great resource in a cfa calculator online.

  31. Thank you for sharing such an insightful article! It’s genuinely uplifting to hear how your writing can spark hope and creativity in others. Your ability to inspire is truly remarkable. For anyone looking to bring their creative visions to life, a tool like Block Poster Maker can be incredibly useful. I’m sure many readers, including myself, would be interested to see how you approach your creative process.

  32. This is such an uplifting comment! It’s wonderful to see how the article inspired creativity and hope. I completely understand the feeling of lacking ideas, so it’s great that this post provided such a positive boost. I’m sure the author would be happy to help with your question; it’s always good to see engaged readers like you looking for more insights. It’s also interesting to consider how tools like a square feet calculator can sometimes spark new ideas in unexpected ways.

  33. It’s wonderful to hear that this article sparked hope for you! Creative blocks are tough, and it’s fantastic when something resonates. While I’m not the author, perhaps I can offer a different perspective. If you’re looking for ways to transform images into unique art forms, a tool to Convert Photo to Line Art might help unlock new ideas for your projects. What’s your question? I’ll do my best to help!

  34. This is such an encouraging post! It’s wonderful to hear how your article has sparked such a positive feeling in readers, especially those feeling a bit stuck creatively. That’s a true sign of impactful writing. I’m curious about the question they have – perhaps it could even lead to another great article or a helpful resource like Split Image! Keep up the inspiring work!

  35. Thank you for your insightful article! It’s truly inspiring and helps alleviate those creative blocks. I often find myself searching for new perspectives, and your post provided just that. For anyone looking to combine images creatively, I always recommend exploring tools like Merge Image to bring those ideas to life.

  36. This is a fantastic and inspiring piece! I completely relate to the feeling of lacking creative ideas sometimes, so your article truly resonates and offers such a refreshing perspective. It’s really encouraging. Thank you for sharing your insights; they’ve definitely sparked some hope for me. I’m keen to dive deeper into your thoughts – perhaps even with the help of a Gold Calculator perspective to weigh out new approaches.

  37. It’s wonderful to hear that this article sparked some creative ideas for you! I totally get that feeling of needing a little inspiration sometimes. Your question definitely piqued my interest. Perhaps a good Savings Calculator could offer some clarity for your query, depending on what it is? Keep those ideas flowing!

  38. This is a fantastic and inspiring piece! It’s so encouraging to hear that your article can spark such hope and creativity in others. I truly appreciate you sharing your insights. Regarding your question, while I can’t directly help with specific queries, perhaps a tool like a Cash Flow Calculator could offer some fresh perspectives or help organize your thoughts in a new way.

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Your email address will not be published. Required fields are marked *

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