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A common cause is sloppy data checking when the companies purchase debts.
If ClearStory offers sloppy data to customers, it will hurt the company.
She apologised for "insufficient efforts, ill-preparedness and unskilfulness", for errors of methodology and sloppy data management.
Less certain is the fate of the eight papers of Dr. Schön's that were judged by the panel to contain sloppy data but not to be on the level of research misconduct.
Apart from outright fraud, there are all those "benevolent mistakes" that scientists make more or less unwittingly: poor experiment design, sloppy data management, bias in the interpretation of facts and inadequate communication of results and methods.
The magazine quoted the committee as saying: "Dr Obokata's actions and sloppy data management lead us to the conclusion that she sorely lacks, not only a sense of research ethics, but also integrity and humility as a scientific researcher".
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When Sergei, returning from a fishing expedition, sharply criticizes Pavel for his sloppy, inaccurate data collection, the young man falls into a guilty sulk that steadily curdles into paranoia.
He expects to see continued "sloppy, mixed data with a discernible upward bias" into the second quarter.
Sloppy efforts to match data from one system to another yield many mistakes: garbage in, garbage out.
Those people say this reflects an awareness of a possible conflict of interest that the prosecutors face in the problems with the laboratory's DNA unit, which was closed in January after a state audit found widespread flaws in its work, including sloppy record-keeping, misinterpreted data and evidence contaminated by water from a leaky roof in the laboratory.
Heathers told me that the problems he's found in Wansink's studies are generally within the numbers themselves: faulty arithmetic, sloppy recording, subsets of data that disappear at times and then "magically reappear" later, and conclusions that reverse-engineer improbable samples.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com