#DataAnnotation

Miguel Afonso Caetanoremixtures@tldr.nettime.org
2025-06-30

"Scale AI is basically a data annotation hub that does essential grunt work for the AI industry. To train an AI model, you need quality data. And for that data to mean anything, an AI model needs to know what it's looking at. Annotators manually go in and add that context.

As is the means du jour in corporate America, Scale AI built its business model on an army of egregiously underpaid gig workers, many of them overseas. The conditions have been described as "digital sweatshops," and many workers have accused Scale AI of wage theft.

It turns out this was not an environment for fostering high-quality work.

According to internal documents obtained by Inc, Scale AI's "Bulba Experts" program to train Google's AI systems was supposed to be staffed with authorities across relevant fields. But instead, during a chaotic 11 months between March 2023 and April 2024, its dubious "contributors" inundated the program with "spam," which was described as "writing gibberish, writing incorrect information, GPT-generated thought processes."

In many cases, the spammers, who were independent contractors who worked through Scale AI-owned platforms like Remotasks and Outlier, still got paid for submitting complete nonsense, according to former Scale contractors, since it became almost impossible to catch them all. And even if they did get caught, some would come back by simply using a VPN.

"People made so much money," a former contributor told Inc. "They just hired everybody who could breathe.""

futurism.com/scale-ai-zuckerbe

#AI #GenerativeAI #Meta #ScaleAI #DataAnnotation #DataLabeling #GigWork

Miguel Afonso Caetanoremixtures@tldr.nettime.org
2025-06-27

"The production of artificial intelligence (AI) requires human labour, with tasks ranging from well-paid engineering work to often-outsourced data work. This commentary explores the economic and policy implications of improving working conditions for AI data workers, specifically focusing on the impact of clearer task instructions and increased pay for data annotators. It contrasts rule-based and standard-based approaches to task instructions, revealing evidence-based practices for increasing accuracy in annotation and lowering task difficulty for annotators. AI developers have an economic incentive to invest in these areas as better annotation can lead to higher quality AI systems. The findings have broader implications for AI policy beyond the fairness of labour standards in the AI economy. Testing the design of annotation instructions is crucial for the development of annotation standards as a prerequisite for scientific review and effective human oversight of AI systems in protection of ethical values and fundamental rights."

journals.sagepub.com/doi/10.11

#AI #GenerativeAI #DataWork #DataLabour #AIPolicy #PoliticalEconomy #DataLabeling #AIEthics #DataAnnotation

HabileDatahabiledata
2025-06-16

Boost Your ROI with Intelligent Image Annotation Outsourcing!

Outsourcing image annotation helps AI companies scale efficiently while ensuring accuracy and cost-effectiveness.

Discover how intelligent outsourcing can maximize your success:

habiledata.com/blog/intelligen

HabileDatahabiledata
2025-06-13

Future Trends In Text Annotation Automation and AI Enhancement

As AI evolves, so does the way we train it. Explore how automation is transforming the future of text annotation and what it means for accuracy and scalability.

Read the full article here:

hitechbpo.medium.com/future-tr

CSBJcsbj
2025-06-09

๐Ÿงฌ Can AI fix the chaos in biological sample data?

๐Ÿ”— Annotation of biological samples data to standard ontologies with support from large language models. Computational and Structural Biotechnology Journal, DOI: doi.org/10.1016/j.csbj.2025.05

๐Ÿ“š CSBJ: csbj.org/

Annotation of biological samples data to standard ontologies with support from large language models. Computational and Structural Biotechnology Journal, DOI: https://doi.org/10.1016/j.csbj.2025.05.020
HabileDatahabiledata
2025-06-06

Achieve unparalleled accuracy in your AI models with our semantic segmentation services.

By precisely labeling every pixel in an image, we enable advanced applications in autonomous driving, medical imaging, and more.
Elevate your ๐œ๐จ๐ฆ๐ฉ๐ฎ๐ญ๐ž๐ซ ๐ฏ๐ข๐ฌ๐ข๐จ๐ง ๐ฉ๐ซ๐จ๐ฃ๐ž๐œ๐ญ๐ฌ with our expert solutions.

habiledata.com/semantic-segmen

HabileDatahabiledata
2025-06-04

Why Is Data Annotation a Game Changer for AI/ML Enhancement?

Accurate data annotation is the cornerstone of any successful AI or machine learning model. Without well-labeled data, even the most advanced algorithms can fail to deliver results.

bit.ly/4dFLkQY

HabileDatahabiledata
2025-05-31

How To Remove Bias And Ambiguity In Text Annotation For Machine Learning

Want to improve your machine learning outcomes? Start by fixing what goes in.

Learn best practices, common pitfalls, and how expert annotators make the difference.
Read more:

shorturl.at/Xrbae

2025-05-22

TechXplore: Third-party data annotators often fail to accurately read the emotions of others, study finds. โ€œMachine learning algorithms and large language models (LLMs), such as the model underpinning the functioning of the platform ChatGPT, have proved to be effective in tackling a wide range of tasks. These models are trained on various types of data (e.g., texts, images, videos, and/or [โ€ฆ]

https://rbfirehose.com/2025/05/22/techxplore-third-party-data-annotators-often-fail-to-accurately-read-the-emotions-of-others-study-finds/

Anuja Shindeanujashinde
2025-04-22

๐Ÿง  The Power of Data Annotation in Machine Learning
Machine learning isnโ€™t magic โ€” itโ€™s fueled by accurate, labeled data.

At Dserve AI, we deliver scalable, high-quality data annotation services that make AI models smarter and more reliable. From computer vision to conversational AI, we power your ML journey with precision.

๐Ÿ”— Learn more: dserveai.com

Machine Learning Datasets
HabileDatahabiledata
2025-04-18

Human Vs Automated Data Labeling - Which is Right for You?

Choosing between ๐ก๐ฎ๐ฆ๐š๐ง ๐š๐ง๐ ๐š๐ฎ๐ญ๐จ๐ฆ๐š๐ญ๐ž๐ ๐๐š๐ญ๐š ๐ฅ๐š๐›๐ž๐ฅ๐ข๐ง๐  can significantly impact the accuracy and of AI models.

Explore the best approach for your AI projects

shorturl.at/bkMu8

HabileDatahabiledata
2025-04-18

Boost Your Text Annotation with Next-Gen NLU Technology

From sentiment analysis to chatbot training, advanced NLU ensures more precise and efficient text processing.

๐Ÿ”น Improved contextual understanding for AI models
๐Ÿ”น Faster and more accurate text annotation

Check how next-gen NLU technology is revolutionizing text annotation:
shorturl.at/0Ylfs

HabileDatahabiledata
2025-04-15

Boost Your ROI with Intelligent Annotation Outsourcing

Outsourcing image annotation helps AI companies scale efficiently. From autonomous vehicles to medical imaging, leveraging expert teams can accelerate project timelines and enhance model performance.

Discover how intelligent outsourcing can maximize your success:

bit.ly/42sZLTo

Nick Byrd, Ph.D.ByrdNick@nerdculture.de
2025-04-13

Expert #dataAnnotation is tedious and expensive. Can #AI help?

DANNY's (#Data ANnotation for Non-experts made easY) text and visual feedback improved 28 non-experts' accuracy and AI-reliance.

#Expertise became necessary as uncertainty rose.

doi.org/10.1145/3708359.371216

#medicine

The user interface and results of the first study (accuracy and AI-reliance).The methods and results of a follow-up study finding similar performance between a hybrid (expert and non-expert) annotation protocol to an expert protocol.
HabileDatahabiledata
2025-04-10

Enhance AI with Accurate Text Annotation for News Articles

Our expertise in text annotation helped structure vast amounts of news for AI models, improving sentiment analysis, content categorization, and automated summaries. With precise labeling, we empower AI-driven insights for media intelligence and research.

Discover how our text services refine AI models: shorturl.at/cu71a

HabileDatahabiledata
2025-04-08

Image Annotation for Swiss Food Waste Assessment Solution Provider to save resources

Learn how HabileData helped a Swiss food waste assessment company improve its data accuracy with advanced image annotation. Our case study highlights the methods used to meticulously label and categorize food waste images, enhancing the client's analytical capabilities and overall efficiency.

shorturl.at/l3310

Food waste management with image annotation
MOSHUR RAHMANMoshiurony
2025-03-15

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MilkyWay certificationMilkyWay certification part 1  part 2
2025-02-01

AIโ€™s Hidden Human Cost: The Struggle of Kenyaโ€™s Data Workforce

A growing body of evidence reveals a disturbing truth: data workers in countries like Kenya are being exploited to train AI systems, facing underpayment, emotional trauma, and precarious working conditions.

#TheHumanCostofAI #AI #ArtificialIntelligence #DataAnnotation #DataWorkers #GlobalTech #ChatGPT #OpenAI #TikTok #AINews #FeatureStory #LaborRights

maniainc.com/technology/ais-hi

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