Develop or apply mathematical or statistical theory and methods to collect, organize, interpret, and summarize numerical data to provide usable information. May specialize in fields such as biostatistics, agricultural statistics, business statistics, or economic statistics. Includes mathematical and survey statisticians.
Time card
| Mine | Task, by time spent | Human | With AI | AI | Robot |
|---|---|---|---|---|---|
Analyze and interpret statistical data to identify significant differences in relationships among sources of information.1h 5m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.53m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Report results of statistical analyses, including information in the form of graphs, charts, and tables.47m a shift · Observed in AI useTypical AI request: about 10h 7m alone, 39m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.30m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Identify relationships and trends in data, as well as any factors that could affect the results of research.30m a shift · Observed in AI useTypical AI request: about 6h 23m alone, 41m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.30m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Process large amounts of data for statistical modeling and graphic analysis, using computers.30m a shift · Observed in AI useTypical AI request: about 10h 33m alone, 50m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Determine whether statistical methods are appropriate, based on user needs or research questions of interest.24m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Develop and test experimental designs, sampling techniques, and analytical methods.24m a shift · Observed in AI useTypical AI request: about 12h 52m alone, 1h 28m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.24m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Develop software applications or programming for statistical modeling and graphic analysis.24m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Report results of statistical analyses in peer-reviewed papers and technical manuals.24m a shift · Observed in AI useWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.18m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Plan data collection methods for specific projects, and determine the types and sizes of sample groups to be used.18m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Evaluate sources of information to determine any limitations, in terms of reliability or usability.12m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.12m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.6m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Supervise and provide instructions for workers collecting and tabulating data.6m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Prepare and structure data warehouses for storing data.6m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work |
