{"query_echo":{"q":"","filters":{"analysis_type":["Out-of-sample forecasting"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'Out-of-sample forecasting' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":1,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Out-of-sample+forecasting","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"prio-001791","url":"https://climateinsightsdirectory.org/document/prio-001791","title":"The Dynamics of Reciprocity, Accountability, and Credibility","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2007-07-26","source_url":"https://cdn.cloud.prio.org/files/97c1fec2-7db5-461c-bef0-0ec3b35074bd/The Dynamics of Reciprocity Accountability and Credibility.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The study examines how public opinion influences conflict dynamics between democratic and non-democratic actors. Using data from the Israeli-Palestinian conflict (1996–2005), the authors compare four models: bystander, follower, accountability, and credibility. They find that the credibility model, which allows for simultaneous interactions between public opinion and government behavior, fits the data best. The results suggest asymmetric reciprocity, where the democratic actor (Israel) reciprocates cooperation and conflict, while the non-democratic actor (Palestinians) often reacts with hostility to cooperative gestures. Including public opinion data significantly improved the accuracy of conflict forecasts for 2005.","ai_generated":true,"unit":"prio-001791#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Among the five tested structural models, the credibility model provided the best fit for the data, showing very strong evidence over the recursive, bystander, follower, and accountability specifications.","ai_generated":true,"unit":"prio-001791#insight-1","date_modified":"2026-10-23"},{"text":"The analysis reveals asymmetric reciprocity in the Israeli-Palestinian conflict: while Israel tends to reciprocate cooperation and conflict, the Palestinian response to Israeli cooperation is often inverse or hostile.","ai_generated":true,"unit":"prio-001791#insight-2","date_modified":"2026-10-23"},{"text":"There is evidence of a negative feedback mechanism where Palestinian actions counteract changes in Israeli public opinion; specifically, an increase in Jewish support for peace can lead to a lagged increase in Palestinian hostility.","ai_generated":true,"unit":"prio-001791#insight-3","date_modified":"2026-10-23"},{"text":"Public opinion does not simply follow elite cues; instead, it often acts as a constraint, reacting inversely to government policy changes.","ai_generated":true,"unit":"prio-001791#insight-4","date_modified":"2026-10-23"},{"text":"Including the Jewish Peace Index (JPI) in forecasting models drastically increased predictive accuracy for the period of April to December 2005 compared to models that omitted public opinion.","ai_generated":true,"unit":"prio-001791#insight-5","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["United States"],"frame_perspective":[],"analysis_type":["Bayesian structural time series","Impulse response analysis","Out-of-sample forecasting"]}]}