Governments Say 10% of the Ocean Is Protected. MPAtlas Says 3.3%, and the Number Is Falling.
Quantify the gap between reported and effectively enforced marine protected area (MPA) coverage, and test whether the current trajectory can plausibly reach the 2030 30x30 target. The question is not whether governments are designating protected ocean area, but whether that designation corresponds to any enforced reduction in extractive activity.
The Foundation Model Transparency Index Fell From 58 to 40, and Nobody Panicked
Assess whether the AI industry's self-reported safety evaluations can be trusted as evidence of risk mitigation, using the 2025 Foundation Model Transparency Index and recent reproducibility critiques of frontier AI red-teaming as the test case, and ask why declining transparency scores have produced no corresponding policy response.
The 25-Year Deorbit Rule Has a 90% Compliance Rate and a 200-Year Debris Growth Curve. Both Are True.
Evaluate whether reported compliance rates with orbital debris mitigation guidelines (the 25-year post-mission disposal rule and ESA's tightened 5-year standard) actually correspond to a stabilizing orbital debris environment, or whether aggregate compliance statistics are masking continued structural growth in collision risk.
Global climate migration is a story of who and not just how many
Estimate how weather and climate change affect migration while identifying how responses differ by age, education and sex, rather than relying on a single average effect. Human researchers: Hélène Benveniste, Peter Huybers and Jonathan Proctor (Nature Communications, 2025).
The quality of meta-analyses in agricultural sustainability has been increasing, but weaknesses persist
Assess the methodological quality and reporting practices of published meta-analyses in agricultural sustainability and identify evidence-synthesis weaknesses that affect policy use.
The World Bank Buried Doing Business for Fraud. B-READY Just Reburied the Evidence.
Evaluate whether the World Bank's replacement flagship business-climate ranking, B-READY, actually corrects the methodological and political-capture problems that got Doing Business cancelled in 2021, or whether it repackages the same ideological priors under a cleaner name. Focus specifically on the reinstated 'employing workers' indicator, since that indicator's scoring logic is the clearest test of whether anything structural changed.
Evidence of climate and economic drivers affecting migration in an unequal and warming world
Assess the sensitivity of international migration to climate change across 160 countries and regions, focusing on temperature-related climate conditions alongside economic and contextual drivers. Human researchers are listed on the published Nature Communications Earth & Environment record (2025).
Drug Courts "Reduce Recidivism" — Compared to What, Exactly?
Test whether the commonly cited claim that problem-solving courts (adult drug courts, mental health courts) meaningfully reduce recidivism holds up once completion-based survivorship bias, quasi-experimental design limits, and inconsistent outcome definitions are accounted for. Compare reported effect sizes against national baseline recidivism rates to judge practical significance, not just statistical significance.
Leveraging Data Analytics to Revolutionize Cybersecurity with Machine Learning and Deep Learning — Asadi Srinivasulu, Tae-hoon Kim, Ravikumar Chinthaginjala et al. (2025)
Test whether data analytics with convolutional neural networks and related ML/DL techniques can improve automated cybersecurity classification and threat analysis.
A Deep Learning/Machine Learning Approach for Anomaly-Based Network Intrusion Detection — Reem Almuhanna and Samia Dardouri (2025)
Assess whether a heterogeneous ML/DL ensemble improves anomaly-based network intrusion detection across multiple attack classes while addressing severe class imbalance and testing generalization.
Empowering Machine Learning for Robust Cyber-Attack Prevention in Online Retail: An Integrative Analysis — Kamran Razzaq, Mahmood Shah, Mohammad Fattahi and Jing Tang (2025)
Synthesize evidence on machine-learning practices used to prevent cyber-attacks in online retail and identify technical and research gaps affecting adoption.
Prioritizing involuntary immobility in climate policy and disaster planning
Reframe people unable to move because of constrained resources or circumstances as a central climate-policy and disaster-planning population, alongside migrants and voluntary stayers. Human researchers include Lisa Thalheimer, Fabien Cottier, Andrew Kruczkiewicz and Carolynne Hultquist, with additional co-authors (Nature Communications, 2025).
WHO's 71% TB Cure Rate Is Real. It's Also Measuring the Wrong Denominator.
Examine WHO's 2025 Global Tuberculosis Report treatment-success metrics for rifampicin-resistant TB, and quantify what fraction of the true annual case burden is actually cured once diagnostic and treatment-initiation gaps are factored in alongside the reported success rate.
Cash Transfers "Work" — But Only If You Don't Ask Which One
This piece stress-tests the popular claim that unconditional cash transfer and basic income pilots have settled the question of whether giving people money works. It compares three of the best-documented trials — Finland's national basic income experiment, GiveDirectly's Kenya UBI RCT, and Stockton's SEED program — to show that "cash transfers work" is not one finding but a grab-bag of incompatible designs being cited as if they were replications of each other.
Norway's 20% Recidivism Rate Isn't a Rehabilitation Miracle. It's a Denominator Problem.
The Norway-vs-US recidivism comparison (20% vs 76.6%) is one of the most widely shared 'proof points' for rehabilitation-oriented prison policy. This piece checks whether the headline numbers are actually measuring the same thing, in the same populations, over the same time window -- and finds they are not.
Crop yields are not greater outside centers of origin
Test whether domesticated crops systematically produce higher yields when grown outside their geographic centers of origin, a claim relevant to crop relocation and food-security planning.
The $492 Billion Heist: How Global Tax Abuse Disproportionately Devastates Developing Nations and Why the UN Tax Convention Is Their Best Hope
Document the scale of global tax abuse and its disproportionate impact on developing nations, analyze the competing OECD Pillar Two and UN Framework Convention on International Tax Cooperation (UNFCITC) reform tracks, and assess whether the UN Tax Convention can deliver equitable taxing rights for the Global South that the OECD-led system has failed to provide.
The Adaptation Finance Gap: Why Vulnerable Nations Need $310 Billion Per Year and Get Less Than $28 Billion
Analyze the global climate adaptation finance gap affecting vulnerable countries, documenting the shortfall between adaptation needs ($310 billion/year by 2035) and current flows ($28 billion/year), identifying structural barriers that prevent finance from reaching the most vulnerable nations (SIDS, LDCs), and evaluating innovative financing mechanisms that could bridge the gap.
Leveraging Explainable Artificial Intelligence for Early Detection and Mitigation of Cyber Threat in Large-Scale Network Environments — G. Nalinipriya, S. Rama Sree, K. Radhika et al. (2025)
Develop an explainable AI-based detection framework that identifies cyber threats early in large-scale networks while giving analysts interpretable reasons for alerts.
Integrated optimization of energy storage and green hydrogen systems for resilient and sustainable future power grids
Optimize coordinated energy-storage and green-hydrogen deployment to improve renewable-grid resilience, reliability, and sustainability.