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Replica Analytics’ new estimator uses synthetic data for more reliable evaluation of re-identification risk in datasets

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OTTAWA, ON, July 19, 2022 /PRNewswire/ – Replica Analytics, an Aetion company, has unveiled a novel approach to use synthetic data for a more accurate assessment of re-identification risks in datasets, to better manage privacy risks and enable greater data sharing in healthcare and other sectors.

“Re-identification risk is the probability that an adversary will correctly match a record in a dataset with a real person and until now, there has been no sufficiently reliable measure of this risk,” said Dr. Khaled El Emam, Senior Vice-President and General Manager of Replica Analytics, the premier science-based synthetic data generation technology provider to the healthcare industry. “Access to data and sharing de-identified datasets remain a challenge, in part due to privacy concerns. The re-identification risk estimator we have developed should help data custodians overcome those challenges.”

Most existing estimators provide a proxy for risk based on strong assumptions, as they cannot calculate the risk on a population because real population data is rarely available. Replica’s estimator leverages data synthesis technology to simulate the unavailable population dataset, so that re-identification risks can be calculated much more accurately. Synthetic data generation (SDG) involves training a machine learning model to master the statistical patterns and properties of a real dataset. The trained model, when implemented properly, is then used to create a synthetic dataset which maintains the traits of the original dataset, but with no one-to-one mapping back to a person, so the synthetic data mitigates privacy risks.

Measuring re-identification risk using a synthetic estimator to enable data sharing, a study recently published by the journal, PLOS ONE, includes a detailed analysis of the concepts behind Replica’s new risk estimator, an evaluation of its performance and relevant case studies. The results show that the estimator reliably outperforms other approaches, across different dataset sizes and varying complexity, achieving a high degree of accuracy, and offering a consistent estimate of the probability of re-identification risk. The study was also the focus of a webinar and blog post.

The new approach is another example of the usefulness and effectiveness of SDG technology in assessing and mitigating privacy risks and enabling data sharing. Replica’s estimator can now be used through the Replica Synthesis software to better assess re-identification risks in real datasets. If the risk is deemed too high, organizations can choose to synthesize the data and then use the company’s privacy assurance functionality to measure any risk in the synthetic data to demonstrate that it is much lower than the real data.

About Replica Analytics, an Aetion company

Replica Analytics is the premier science-based SDG technology provider to the healthcare industry. The company is a pioneer in the development of unique technologies for generating privacy-protective synthetic data that maintain the statistical properties of real-world data (RWD). The company was acquired in late 2021 by Aetion, the leading regulatory-grade real-world evidence (RWE) technology provider. Replica Synthesis software provides a full suite of synthetic data generation and evaluation capabilities that can solve multiple grand challenges facing the life sciences industry, and health research in general. For more information, visit: https://replica-analytics.com/.

About Aetion

Aetion is a healthcare analytics company that delivers real-world evidence for the manufacturers, purchasers, and regulators of medical treatments and technologies. The Aetion Evidence Platform® analyzes data from the real world to produce transparent, rapid, and scientifically validated answers on safety, effectiveness, and value. Founded by Harvard Medical School faculty members with decades of experience in epidemiology and health outcomes research, Aetion informs healthcare’s most critical decisions—what works best, for whom, and when—to guide product development, commercialization, and payment innovation. Learn more at aetion.com and follow us at @aetioninc.

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SOURCE Replica Analytics

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Quote.com Announces New Senior Leadership Additions

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ST. PETERSBURG, Fla., April 22, 2026 /PRNewswire/ — Quote.com, a leading tech-enabled, omnichannel performance marketing organization, today announced the addition of two new executive team members to support the company’s continued growth and strategic expansion. Chase Nichols joins as Chief Marketing Officer and Ben Hochstetler as Senior Vice President of Marketing.

Quote.com announced the addition of two new executive team members, Chase Nichols and Ben Hochstetler.

The appointments strengthen Quote.com’s leadership team as the company continues to invest in execution, growth, and expanding its ability to help consumers access insurance solutions more easily and efficiently. “We are excited to welcome Chase and Ben to the Quote.com leadership team,” said Nick Stommes, Chief Executive Officer at Quote.com. “Both bring deep industry expertise, experienced execution capability, and a strong focus on operational excellence that will help accelerate our growth while improving how consumers access and compare insurance options. Their leadership will play a critical role at Quote.com as we continue scaling our platform and strengthening our partnerships.”

Chase Nichols joins Quote.com as Chief Marketing Officer; Chase is responsible for all performance marketing planning, organization, and execution, and is focused on driving efficient, measurable consumer touchpoints. With nearly two decades of experience in financial services and performance marketing environments, he brings a data-first approach to scaling growth while balancing brand development and direct-response marketing.

Ben Hochstetler joins as Senior Vice President of Marketing, leading digital marketing strategy and execution across Quote.com’s omnichannel performance marketing footprint. He brings more than 15 years of experience building and scaling performance marketing execution in highly competitive and regulated markets.

About Quote.com

Quote.com is a tech-enabled omnichannel performance marketing organization that delivers high-quality, mission-critical demand at scale to industry-leading partners. The company serves customers across multiple insurance verticals, including auto, home, life, and Medicare insurance. Quote.com provides significant value to consumers by providing an independent, third-party comparison-shopping experience.

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SOURCE Quote.com

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Young Voices Across Oceans: Telling China’s Story Fiji Special Showcases GDI Achievements

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SHENZHEN, China, April 22, 2026 /PRNewswire/ — This year marks the 5th anniversary of the Global Development Initiative (GDI). Shenzhen Media Group’s “Telling China’s Story” program presents a special Fiji season, taking the perspective of young Chinese people to the Pacific island nation of Fiji. It documents the implementation of numerous cooperative projects which are smaller in scale but well-designed, showcasing the heartwarming stories and broad prospects of China and Fiji working together to promote common development and share the fruits of cooperation, vividly illustrating the practical achievements of the GDI.

 

The program will air from April 20th to 22nd, 2026. The first episode features Chinese actor Zhao Xiaotong, food blogger Yang Beichuan, and Wu Dongwei, a doctoral student at China Agricultural University, who visit the China-Fiji Juncao Technology Demonstration Center in Nadi, Fiji, to explore how this “Happiness Juncao” from China has taken root and grown in the South Pacific island nation, benefiting people’s livelihoods.

This “Happiness Juncao” has yielded “win-win results” in Fiji, bringing tangible changes to local families. Internet technology engineer Ashmir not only gained a stable income by learning Juncao (a type of grass cultivation) to grow mushrooms, but also successfully paid off his car loan.

During this filming, a “Mushroom Team” of young Chinese people joined Ashmir in a Fijian market to promote mushroom dishes and introduce locals to various new ways to enjoy mushrooms. The humble mushroom became a bond of friendship across mountains and seas, conveying the warm sentiments of mutual understanding between the Chinese and Fijian people amidst the bustling market atmosphere.

 

View original content to download multimedia:https://www.prnewswire.com/apac/news-releases/young-voices-across-oceans-telling-chinas-story-fiji-special-showcases-gdi-achievements-302750267.html

SOURCE Shenzhen Media Group

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Laminar Wins Gold 2026 Edison Award for Physical AI that Powers the Self-Driving Factory

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Top honor recognizes Laminar’s innovation and transformation in the CPG manufacturing industry

BOSTON, April 22, 2026 /CNW/ — Laminar, a physical AI solution helping the world’s leading manufacturers run more productive and sustainable factories, announced that it received a Gold 2026 Edison Award in the Manufacturing & Logistics category. The award recognizes Laminar for enabling food and beverage manufacturers to unlock new levels of productivity and sustainability through innovation – running faster production lines while cutting water, chemicals, and downtime.

“Laminar is leading the way CPG manufacturers implement physical AI on the factory floor with first-of-their-kind self-driving processes,” said Annie Lu, Laminar Chief Executive Officer and Co-Founder. “Our patented spectral sensors and complete library of ML models enable a new, transformative approach to closed-loop automation, making the goal of the self-driving factory achievable today. We are honored the Edison Awards recognized our commitment to building a new category of technology and reshaping the future of manufacturing.”

Laminar’s physical AI transforms operations by enabling CPG manufacturers to transition from manual, timer-based operations to self-driving. Deployed across six continents for Coca-Cola, AB InBev, Danone, and Unilever, Laminar delivers measurable sustainability and profitability gains from the same investment. Laminar’s self-driving processes include:

Self-Driving Clean-in-PlaceSelf-Driving Product ChangeoverSelf-Driving Batch OptimizationSelf-Driving Quality ControlAnd more

The Edison Awards, established in 1987 and named in honor of inventor Thomas Edison, celebrates game-changing innovation across industries worldwide. Drawing a global community of innovators across 60+ countries, the Edison Awards elevate solutions that reimagine our future.

Recognition for Laminar’s Innovation

Headquartered at Greentown Labs in Somerville, MA – North America’s leading cleantech incubator – Laminar is a woman-founded startup backed by top-tier investors, including Greycroft, Construct Capital, 2048 Ventures, and Flybridge Capital.

Recognized for its innovation and impact, Laminar received AB InBev’s 2024 Cheers Award for outstanding startup partnership and was named Unilever’s 2023 Supplier Startup of the Year. Laminar’s solution is also deployed in World Economic Forum Lighthouse factories recognized for their leadership in cutting-edge technology.

About Laminar

Laminar’s physical AI helps the world’s leading manufacturers run self-driving factories with more sustainable, efficient operations. Our patented spectral sensors and complete library of ML models transform manual operations into self-driving processes that cut water, chemicals, and downtime in real-time. Deployed in factories across six continents and trusted by global leaders like AB InBev, Coca-Cola, and Unilever, Laminar is building a new category of physical AI that will power the future of process manufacturing. Learn more at runlaminar.com

View original content to download multimedia:https://www.prnewswire.com/news-releases/laminar-wins-gold-2026-edison-award-for-physical-ai-that-powers-the-self-driving-factory-302749392.html

SOURCE Laminar

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