We talk data. We do data.

Welcome to the third issue of IASSIST Quarterly for year 2022 - IQ vol. 46(3). 
 In Denmark we sometimes retrieve an old quote from a member Danish Parliament: 'If those are facts, then I deny facts'. We have laughed at that more than hundred years, but now fact denial is apparently new normal in many places. And not amused. Data can become dangerous as facts be fabricated. Therefore, critical approach data fundamental producing reliable information: facts. The articles this about teaching students good behavior, and how researchers with great care attention carry out task production.
 first article improvement data: 'Investigating practices quantitative computational Social Sciences: case study' by Rebecca Greer Renata G. Curty. authors both University California, Santa Barbara Library, where director Teaching & Learning Curty social science research facilitator. They investigating education present some findings local report part national project into instructors adapt curricula pedagogy advance undergraduates statistical knowledge sciences. core goal concerns 'data thinking' understanding evaluation data. Many preconceived fear mathematics influences other areas. Personally, feel thinking essential live participation society, believe it should achievable even background math fear. However, also expect they acquired level doing'. agree necessary support often found areas Science, Technology, Engineering Mathematics Sciences. members successfully work relate students. implicit relationship via STEM will furthermore improve job success study interviewed presents among things learning goals explicit skills contained these goals. uses quotations interviewees, including quotes on sharing instructors. This leads further supported library them, partnership between library's Research Services Learning.
 With second continue university. Now focus shifts main area university work, specifically research. 'Research integrity: A cornerstone rigorous reproducible research' Patricia B. Condon, Julie F. Simpson Maria E. Emanuel. All three positions New Hampshire, Durham, USA. starts foundation four Rs research: rigor, reproducibility, replication, reuse. interest integrity came question graduate seminar difference quality. When exploring quality component, closely associated management well security. aims several, establish practical explanations its components. Training documentation form surroundings proposed Integrity Model graphically overlapping components: quality, management, find components structurally clear approach, outcome too. juggling concepts regarded being or less identical, clearly positive make relationships distinctions. structural continued lifecycle produce implementation schema. last section relating Rs.
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 Karsten Boye Rasmussen November