Eva Constantaras
@evaconstantaras.bsky.social
570 followers 1.3K following 9 posts
Data editor at Lighthouse Reports. Thibi data trainer. Champion of Global Majority accountability data journalism. 🇹🇭 via 🇬🇷 🇹🇷 🇰🇪 🇺🇸 🇪🇸 🇫🇷 🇨🇴 🇯🇵 🇩🇪
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Reposted by Eva Constantaras
gabrielgeiger.bsky.social
I’ve spent a lot of time investigating shitty AI cynically used to pursue vulnerable people in welfare systems. When I talk about this work, I invariably get asked: is it possible to make these systems fair?
evaconstantaras.bsky.social
Our investigation epitomizes the storytelling possibilities when passionate journalists from resource-strapped newsrooms and regional data geeks join forces. We hope the story leads an overhaul of NGP but also sparks wider scrutiny of sustainable forestry programs across the region and the world.
lighthousereports.com
Satellite imagery analysis corroborates whistleblowers' testimony exposing widespread greenwashing across the Philippines’ national reforestation program. Davao Today, @thibico.bsky.social and Lighthouse prove instead of restoring forests, it’s often fueling deforestation. 🧵
evaconstantaras.bsky.social
4. Our evolving editorial objectives and impact goals were in constant conversation as we conducted the investigation and enabled us to stay focused on why we were doing the investigation in the first place and maximize our potential contribution to solutions.
evaconstantaras.bsky.social
3. Systematic failures are gnarly and nuanced. Publico is a collaborative partner that was aligned with our impact goals. We agreed to multimedia content that brings readers into the lives of migrants and accessible data explainers that help audiences understand the scale of the issue.
evaconstantaras.bsky.social
2. We wanted audiences to realize the economic potential of more inclusive approaches to migration. A statistical model estimates the economic cost to show brain waste harms professional migrants themselves and national economies that fail at integrating these professionals into the labor force.
evaconstantaras.bsky.social
1. We wanted to find a mainstream, centrist audience that would not otherwise know about potential value of migrants to society. France 3, the third most watched television station, got us outside of our media bubble. We invested in relationships to create new alliances outside of the echo chamber.
evaconstantaras.bsky.social
After each part of the series, I’ve shared lessons learned. For Part 1, I focused on how we built and refined our data pipeline. In part 2 I explained how we prioritized the people over the numbers. For Part 3, I a, sharing how our impact strategy shaped our investigative approach.
Reposted by Eva Constantaras
jusbraun.bsky.social
Amazing work by @gabrielgeiger.bsky.social on the latest @lhreports.bsky.social suspicion machines investigation. This is a crazy tale of AI ethics washing: The welfare agency had been told that it's tool was crappy. It responded by making up a ludicrous fairness definition.
gabrielgeiger.bsky.social
I do a lot of FOIA and I’m used to stonewalling. But Sweden surprised me. After 3 years of telling me no, a high level official at Sweden’s welfare agency Försäkringskassan accidentally left me on cc, writing “Now we must hope that we are done with him.”
Reposted by Eva Constantaras
lighthousereports.com
Hello Bluesky friends! We'll be posting here more often going forward

In the meantime, sharing a starter pack of current/former staff and contributors to Lighthouse Reports investigations. Will update as we go!

go.bsky.app/J6a68Yg