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Overview of Presentation Project background and objectives Challenges to managing data from emerging technologies What is big data? Why should agencies move toward the modern approach to data management? How can agencies make the move toward this approach? Roadmap to Managing Data from Emerging Technologies for Transportation Supporting tools Guidebook for Managing Data from Emerging Technologies for Transportation 2 Project Background and Objectives Background: Research Objectives: New, big, and varied datasets are available to Develop a framework for managing data from transportation agencies at an increasing pace. emerging technologies, including data from These data have tremendous potential to connected and automated vehicles and data offer new insights to transportation agencies. linked to new mobility initiatives. Outline a process for applying this framework The volume, speed, and granularity of these data are unprecedented and will to help agencies incorporate these data into fundamentally alter the transportation sector. the decision-making process. Guidebook for Managing Data from Emerging Technologies for Transportation 3 Transportation Agency Challenges to Managing Data from Emerging Technologies • Reliance on traditional database management systems. • Experience a loss of control to vendors over Data from emerging technologies are too large, too data, technology, and service agreements. varied in nature, and will change too quickly to be • Are unequipped to handle this level of big handled by these traditional data systems. data at an organizational level. • Struggle to break down business unit and data silos. • Do not fully recognize the value of big data or the eminent need to ready for it. “Our big data issues are • Do not fully understand the uses and benefits of cloud- straightforward, we don’t have the based architecture conducive to handling data from technology, money, or skills.” emerging technologies. – CITY DOT • Have difficulty hiring and retaining modern data management professionals. Guidebook for Managing Data from Emerging Technologies for Transportation 4 Big Data is More Than a Buzzword or Simply “Lots of Data” • Big data may refer to data sets that are so vast and complex that they require new and powerful computational resources to process.1 • Big data may encompass all the non-traditional strategies and technologies needed to gather, organize, process, and generate insights from large datasets.2 • Big data is an approach to generating knowledge in which advanced techniques are applied to the capture, management, and analysis of very large and diverse volumes of data – data so large, so varied, and analyzed at such speed that it exceeds the What is Big capabilities of traditional data management and analysis tools.3 • Big data is a term that describes the large volume of structured and unstructured data Data? that inundates a business on a day-to-day basis. But it’s not the amount of data that’s important. It is what organizations do with the data that matters. Big data can be analyzed for insights that lead to better decisions and strategic business moves.4 • Big data is a new attitude by businesses, non-profits, government agencies, and individuals that combining data from multiple sources could lead to better decisions.5 1 Big Data. Dictionary.com, 2019. 2 Ellingwood, J. An Introduction to Big Data Concepts and Terminology, Digital Ocean, 2016. 3 Burt, Cuddy, Razo. Big Data’s Implications for Transportation Operations: An Exploration, USDOT, 2014. 4 What is Big Data? What is Big Data, SAS, 2019. 5 Press, G. 10 Big Data Definitions - What's Yours? Forbes, 2014. 5 Traditional vs Modern Big Data Management Managing data from emerging technologies requires a complete paradigm shift. These data cannot be handled simply by adding more hardware or processing power. The nature of the data demands an updated approach. Guidebook for Managing Data from Emerging Technologies for Transportation 6
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