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Figure 4. Differences in Data Science Skills Across Job Functions. Click image to enlarge.

Data Science Differences Across Job Functions

The AnalyticsWeek and Business Over Broadway Data Science Survey survey revealed job function differences in data science roles, proficiency in data science skills and satisfaction with work outcomes. Most data scientists work in IT (38%) and R&D (36%) functions. Data scientists who work in Sales and Marketing, Research and Development and IT functions are more satisfied […]

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Data Science: North America and EMEA Lead in Statistics and Math Proficiency

The AnalyticsWeek and Business Over Broadway Data Science Survey survey revealed regional differences in data science roles, proficiency in data science skills and satisfaction with work outcomes. APAC has the lowest percent of Business Manager data scientists (32%). LATAM has the lowest percent of Creative data scientists (25%). North America has the lowest percent of Developer […]

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Figure 2. Different Data Science Roles

Hybrid Data Scientists: Key to Leading and Optimizing Analytics Efforts

The hybrid data scientist is one whose work reflects many different data science roles. Hybrid data scientists, compared to data scientists who play a single, narrower role, possess deeper knowledge in particular data science skills such as machine learning, managing unstructured data and optimization. Organizations can leverage their deeper knowledge to improve their data science […]

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Figure 1. Data Scientists Work in Many Industries. Click image to enlarge.

Industry Differences in Data Science Roles, Skills and Project Outcomes

The AnalyticsWeek and Business Over Broadway Data Science Survey survey revealed industry differences in data science roles, proficiency in data science skills and satisfaction with work outcomes. The Information Technology industry is home to most data scientists. Data scientists who are Researchers outnumber the other types of data scientists in six of the top 10 industries […]

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Table 1. Principal Component Matrix of 95 Data Science Tools - data from <a href="http://www.kdnuggets.com/2015/06/data-mining-data-science-tools-associations.html" target="_blank">KDNuggets 2015 annual survey of data professionals</a>. Click image to enlarge.

Are You Using the Right Data Science Tools for Your Big Data Projects?

Data scientists rely on tools/products/solutions to help them get insights from data. Gregory Piatetsky of KDNuggets conducts an annual survey of data professionals to better understand the different types of tools they use. Here are the results of the 2015 survey. He followed his initial posting with additional analyses to better understand which tools go together. […]

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Figure 3. Data Science Roles across Organizational Levels

Data Science Job Roles Across Organizational Levels

Data scientists work at all levels of the organization. Our survey of data professionals revealed that Director-level data scientists have the highest level of proficiency across many data science skills and work with more of their peers compared to data scientists who are Individual Contributors, Managers or even Executives. Satisfaction with outcome of analytics projects did […]

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