Data Scientists

Does not pass

• Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.

  reason given most often: no existing check settles it · 4.2% of the role's time · $1.2B · waiting on a check

• Process clinical data, including receipt, entry, verification, or filing of information.

  reason given most often: a failure is too expensive · 4.0% of the role's time · $1.1B · passed by Claude Sonnet · the models disagreed

• Manage timely flow of business intelligence information to users.

  reason given most often: no existing check settles it · 3.4% of the role's time · $985M

• Maintain or update business intelligence tools, databases, dashboards, systems, or methods.

  reason given most often: no existing check settles it · 3.2% of the role's time · $939M · passed by Gemini 3.1 Pro · the models disagreed · waiting on a check

• Monitor work productivity or quality to ensure compliance with standard operating procedures.

  reason given most often: no existing check settles it · 2.7% of the role's time · $786M

• Provide technical support for existing reports, dashboards, or other tools.

  reason given most often: no existing check settles it · 2.6% of the role's time · $743M · passed by Gemini 3.1 Pro · the models disagreed · waiting on a check

• Synthesize current business intelligence or trend data to support recommendations for action.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.2% of the role's time · $622M

• Supervise the work of data management project staff.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.1% of the role's time · $607M

• Identify and analyze industry or geographic trends with business strategy implications.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.1% of the role's time · $604M

• Analyze, manipulate, or process large sets of data using statistical software.

  reason given most often: no existing check settles it · 2.1% of the role's time · $602M · passed by Gemini 3.1 Pro · the models disagreed

• Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.

  reason given most often: no existing check settles it · 2.1% of the role's time · $602M · passed by Gemini 3.1 Pro · the models disagreed

• Clean and manipulate raw data using statistical software.

  reason given most often: no existing check settles it · 2.1% of the role's time · $602M · passed by Gemini 3.1 Pro · the models disagreed

• Create graphs, charts, or other visualizations to convey the results of data analysis using specialized software.

  reason given most often: no existing check settles it · 2.1% of the role's time · $602M · waiting on a check

• Deliver oral or written presentations of the results of mathematical modeling and data analysis to management or other end users.

  reason given most often: no existing check settles it · 2.1% of the role's time · $602M · waiting on a check

• Design surveys, opinion polls, or other instruments to collect data.

  reason given most often: no existing check settles it · 2.1% of the role's time · $602M

• Identify business problems or management objectives that can be addressed through data analysis.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.1% of the role's time · $602M

• Identify relationships and trends or any factors that could affect the results of research.

  reason given most often: no existing check settles it · 2.1% of the role's time · $602M

• Identify solutions to business problems, such as budgeting, staffing, and marketing decisions, using the results of data analysis.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.1% of the role's time · $602M

• Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.1% of the role's time · $602M

• Read scientific articles, conference papers, or other sources of research to identify emerging analytic trends and technologies.

  reason given most often: no existing check settles it · 2.1% of the role's time · $602M · waiting on a check

• Recommend data-driven solutions to key stakeholders.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.1% of the role's time · $602M

• Test, validate, and reformulate models to ensure accurate prediction of outcomes of interest.

  reason given most often: nobody can tell quickly whether it worked, and a failure is too expensive · 2.1% of the role's time · $602M

• Design and validate clinical databases, including designing or testing logic checks.

  reason given most often: a failure is too expensive · 2.1% of the role's time · $594M

• Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.

  reason given most often: no existing check settles it · 2.0% of the role's time · $590M · waiting on a check

• Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.

  reason given most often: no existing check settles it · 1.9% of the role's time · $540M

• Conduct or coordinate tests to ensure that intelligence is consistent with defined needs.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.8% of the role's time · $530M · passed by Gemini 3.1 Pro · the models disagreed

• Prepare data analysis listings and activity, performance, or progress reports.

  reason given most often: no existing check settles it · 1.7% of the role's time · $502M · waiting on a check

• Identify or monitor current and potential customers, using business intelligence tools.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.7% of the role's time · $482M

• Disseminate information regarding tools, reports, or metadata enhancements.

  reason given most often: no existing check settles it · 1.6% of the role's time · $452M · waiting on a check

• Analyze competitive market strategies through analysis of related product, market, or share trends.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.5% of the role's time · $428M

• Evaluate processes and technologies, and suggest revisions to increase productivity and efficiency.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.4% of the role's time · $419M

• Document specifications for business intelligence or information technology reports, dashboards, or other outputs.

  reason given most often: no existing check settles it · 1.4% of the role's time · $397M · waiting on a check

• Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.3% of the role's time · $388M

• Contribute to the compilation, organization, and production of protocols, clinical study reports, regulatory submissions, or other controlled documentation.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.3% of the role's time · $387M

• Design forms for receiving, processing, or tracking data.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.3% of the role's time · $381M

• Provide support and information to functional areas such as marketing, clinical monitoring, and medical affairs.

  reason given most often: no existing check settles it · 1.3% of the role's time · $369M

• Develop technical specifications for data management programming and communicate needs to information technology staff.

  reason given most often: no existing check settles it · 1.2% of the role's time · $359M

• Develop project-specific data management plans that address areas such as coding, reporting, or transfer of data, database locks, and work flow processes.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.2% of the role's time · $349M

• Confer with end users to define or implement clinical system requirements such as data release formats, delivery schedules, and testing protocols.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.1% of the role's time · $323M

• Analyze clinical data using appropriate statistical tools.

  reason given most often: a failure is too expensive · 1.0% of the role's time · $299M

• Perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data.

  reason given most often: nobody can tell quickly whether it worked, and a failure is too expensive · 1.0% of the role's time · $275M

• Maintain library of model documents, templates, or other reusable knowledge assets.

  reason given most often: no existing check settles it · 0.9% of the role's time · $263M · passed by Claude Sonnet · the models disagreed · waiting on a check

• Read technical literature and participate in continuing education or professional associations to maintain awareness of current database technology and best practices.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.9% of the role's time · $254M

• Create or review technical design documentation to ensure the accurate development of reporting solutions.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.9% of the role's time · $247M

• Train staff on technical procedures or software program usage.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.8% of the role's time · $219M

• Analyze technology trends to identify markets for future product development or to improve sales of existing products.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.7% of the role's time · $213M

• Write work instruction manuals, data capture guidelines, or standard operating procedures.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.7% of the role's time · $192M

• Develop or select specific software programs for various research scenarios.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $108M