🔬Data Science Accelerator

Learn more about the Data Science Accelerator

Book an office hour appointment to discuss if the Data Science Accelerator or other service offerings are right for you.

Overview

A 2020 internal survey found that approximately two-thirds of departments have yet to broadly adopt use of advanced analytics. The Data Science Accelerator is a way for you to harness the power of advanced analytics and applied statistics for a challenge you face in your agency or department.

Your department may already be using a variety of data tools and techniques, including dashboards, performance management, business process and policy changes, and root cause analysis. Or your department may have some existing statistical models, but has yet to really dive into using more advanced statistical and machine learning techniques.

The Data Science Accelerator helps teams tackle a business question or challenge using existing resources, data, and processes. Through a 1-4 month engagement, CalData’s Advanced Analytics & Evaluation team and your department will refine a problem, identify statistical methods to address it, and develop and institute a service change to improve your work.

The goal of this service is to both tackle a business question using data science and catalyze greater use of advanced analytics in your department. This service is based on a successful program launched by CalData staff while at the City and County of San Francisco.

Visit our showcase to see past public sector data science engagements and get a sense of the types of challenges data science is great at addressing

Watch a brief 7 minute presentation on the Data Science Accelerator to hear more about this service

How this service can help your department

To help you identify questions appropriate for data science, we created a list of problem types that we commonly see in the public sector. We encourage you to review each of these “problem typologies” and the supporting case studies.

Who is a good fit for this service

This service is for programs that have a business problem that fits into one of our problem typologies or some combination of these typologies. There is no need (or expectation!) for you to be technical or a data person. We encourage program-side leaders and staff to submit projects.

What this service includes

Over a 1-4 month period CalData’s Data Science team will work with you to refine your problem statement(s), conduct background research, identify appropriate data science approaches, and execute.

For more information on what to expect when engaging with the Data Science Accelerator, please refer to these blog posts:

A cornerstone of CalData’s Data Science work is the ethical use of data science. All projects will go through CalData’s Ethical AI toolkit.

To learn more, view a showcase of past projects that the core project team conducted while at the City and County of San Francisco: https://datasf.org/showcase/datascience/

Expectations of department partners

Below are the expectations departments will need to meet to use this service:

Book an office hour appointment to discuss if the Data Science Accelerator is right for your problem. We are happy to help you think through if your challenge is a good match for data science

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