{"id":113186,"date":"2024-01-22T18:26:55","date_gmt":"2024-01-22T17:26:55","guid":{"rendered":"https:\/\/www.wifo.ac.at\/publication\/113186\/"},"modified":"2025-10-22T21:47:20","modified_gmt":"2025-10-22T19:47:20","slug":"does-benfords-law-hold-in-economic-research-and-forecasting","status":"publish","type":"publication","link":"https:\/\/www.wifo.ac.at\/en\/publication\/113186\/","title":{"rendered":"Does Benford's Law Hold in Economic Research and Forecasting?"},"content":{"rendered":"","protected":false},"featured_media":0,"template":"","class_list":["post-113186","publication","type-publication","status-publish","hentry"],"acf":{"subtitle":"","text":"First and higher order digits in data sets of natural and socio-economic processes often follow a distribution called Benford's law. This phenomenon has been used in business and scientific applications, especially in fraud detection for financial data. In this paper, we analyse whether Benford's law holds in economic research and forecasting. First, we examine the distribution of regression coefficients and standard errors in research papers, published in Empirica and Applied Economics Letters. Second, we analyse forecasts of GDP growth and CPI inflation in Germany, published in Consensus Forecasts. There are two main findings: The relative frequencies of the first and second digits in economic research are broadly consistent with Benford's law. In sharp contrast, the second digits of Consensus Forecasts exhibit a massive excess of zeros and fives, raising doubts on their information content.","onlinedate":"2009-11-01 01:00:00","lang":"English","publication_series":"","publication_date":"20091101","publication_date_year":"","publication_date_full":false,"publication_num_pages":"","keywords":"[\"Benford's Law\",\"Fraud detection\",\"Growth and inflation forecasts\",\"Regression coefficients\",\"Rounding\",\"Standard errors\"]","jelcodes":"[]","related_publications":"[]","pdf":null,"zip":null,"link":"http:\/\/www.springer.com\/10663","monthly_report":false,"monthly_report_main":false,"monthly_report_volume":"36","monthly_report_pages":"273-292","monthly_report_pages_sort":"273","issue":"3","journal":"Empirica","publisher":"","invisible":false,"external":true,"embargo_date":null,"types":[83083],"research_groups":[3500],"collaboration":"","persons":[14923,14933],"persons_data":"[{\"personId\":14923,\"personName\":\"Stefan G\u00fcnnel\",\"organisationNames\":[]},{\"personId\":14933,\"personName\":\"Karl-Heinz T\u00f6dter\",\"organisationNames\":[]}]","clients":[],"subclients":[],"partners":[],"topics":[],"host_publication_title":"","host_publication_subtitle":"","place_of_publication":"","host_publication_editors":"[]","type_description":"","output_media":"","chapter":"","article_number":"","scientific_assistance":"[]","scientific_review":"[]","version":"","release_date":null,"expiration_date":null,"surveyor":"","research_assistance":"","edv":"","additional_info_de":"","additional_info_en":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Does Benford&#039;s Law Hold in Economic Research and Forecasting? 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