Value Creation with Dark Data (Coursera)

Value Creation with Dark Data (Coursera)

In this course, you will learn next-level thinking about value creation with Dark Data, using a principled approach that demonstrates your ability to use dark data to add value to an end-deliverable.

Class Deals by MOOC List - Click here and see Coursera's Active Discounts, Deals, and Promo Codes.

This course is part of the Dark Data Migration and Architecture Specialization.

What you'll learn
Learners will gain next level thinking about value creation with Dark Data from a principled approach and demonstrate value creation skills.

Syllabus

Course Introduction
Welcome to Value Creation with Dark Data. We are excited that you are here and hope you finish this course with working knowledge of creating value by using dark data and the foundational ideas of dark data. In this course, you will work through a project scenario to identify and leverage data to create a solution.

Module 1: Dark Data Design Principles
In this module, you will be learning more about dark data and putting the principles of working with dark data into practice. This is important as your understanding now will inform how you work toward a solution in the project in Module 2. Think about what you know, what you are learning now, and what you might use in the future as you work through this module.

Module 2: Foundations for Dark Intelligence and Value Creation
As you move through this module, remember that your focus now is to shift from knowing to practicing; that is, being able to use what you know. In this module, you will learn about insight, intelligence, and data management. These will all be important as you begin your project in the next module.

Module 3: Advanced Engineering Capacity Management Project
It is now time for you to put your new knowledge and skills into practice. In this project, you will work with a common problem that vexes Fortune 500 companies. Companies constantly struggle to ensure that they have enough engineering capacity to build the software applications they need to provide appropriate staffing levels. Staffing appropriately includes not only having the right people available at the right time but also reducing the amount of over and idle time for engineers while ensuring the pace of projects is appropriate for business needs. In this project, you need to find a way to manage and transform the data and automate the engineering measurement, tracking, and reporting for a large corporation. You will download and use a complex spreadsheet for this task. There is no simple answer to this problem; in fact, there are some very wrong answers and many ways to approach this problem that can work. The right answer will always be the one that enables you to: 1. have a clear line of sight into the teams work 2. improve the ability to measure teams in a more uniform manner 3. improve the ability of your organization to manage engineering processes uniformly 4. map engineering efforts toward enterprise and organizational goals 5. automate effort and capacity reporting 6. improve capacity and effort transparency enterprise-wide 7. map business outcomes to the actual engineering work and products being delivered The danger to be aware of here is the dark data. When you do not know what you are missing, you can easily think you are successful when you are not. As you work through this problem, consider all you have learned about dark data in this course and use that knowledge to learn from the data, apply your knowledge of business and engineering teams, transform and enrich the data, and develop an end-user dashboard that allows people to quickly understand capacity at a high-level and allows them to dive into the details. Quick note: When we speak of engineering capacity, it refers to the amount of engineering ability available to deliver software applications needed for business use.

Go to Class
MOOC List is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

Related Courses

Evaluation of Digital Health Interventions (Coursera) Coursera
Imperial College London

Evaluation of Digital Health Interventions (Coursera)

This course focuses on data, evaluation methods and the economic evaluation of digital health interventions. This module focuses on key data considerations for digital health including data management, data visualisation and methods for evaluating digital health interventions. The key focus is on experimental and quasi-experimental design approaches that can be applied to evaluating digital health interventions and key considerations for the economic evaluation of digital health interventions.

Nov 9th 2026
4 Weeks
Salesforce Capstone: Organization Integration (Coursera) Coursera
University of California, Irvine

Salesforce Capstone: Organization Integration (Coursera)

In Salesforce Capstone: Organization Integration, the final course of the Salesforce Fundamentals Specialization, learners will complete the Business Administration Specialist Superbadge as their main project. This project asks learners to combine all the skills and knowledge areas that they have collected from the previous three courses. Skill areas to be demonstrated include cleaning and importing account data, adding users and managing access, building email templates for new marketing needs, configuring UI tools for a new product type, generating reports and dashboards, managing and applying Chatter tools, and participating in the deployment of Salesforce within an organization.

Nov 9th 2026
1 Week
Health Informatics for Healthcare Professionals (Coursera) Coursera
Northeastern University

Health Informatics for Healthcare Professionals (Coursera)

This course is best suited for individuals currently in the healthcare sector, as a provider, payer, or administrator. Individuals pursuing a career change to the healthcare sector may also be interested in this course. In this course, you will have an opportunity to explore concepts and topics related to the design and management of health information systems.

Nov 23rd 2026
4 Weeks
Value Creation and Building Enduring Relationships (Coursera) Coursera
University of Colorado Boulder

Value Creation and Building Enduring Relationships (Coursera)

The most effective leaders in complex technical organizations are successful leading the performance of large-scale technical endeavors. These leaders have generally established a network of professional relationships, supporting them throughout their career. This third Leading Technical Organizations course, "Value Creation and Building Enduring Relationships", explores techniques for building relationships that have a multiplicative impact on business success. The course provides insight into how authentic leadership yields employee engagement that is critical to strategizing, planning and performing large scale technical endeavors.

Nov 9th 2026
5-12 Weeks
Security for Artificial Intelligence Software and Services (Coursera) Coursera
Board Infinity

Security for Artificial Intelligence Software and Services (Coursera)

The "Security Basics for Artificial Intelligence Software and Services" course provides an in-depth exploration of security measures and best practices in the context of AI. Spanning two comprehensive modules, the course begins with an introduction to the fundamentals of AI security, including ethical considerations and common threats. It then progresses to practical strategies for implementing robust security in AI development, such as secure coding, vulnerability assessment, and adherence to compliance standards.

Nov 23rd 2026
2 Weeks
Salesforce Basics (Coursera) Coursera
University of California, Irvine

Salesforce Basics (Coursera)

In this course, you will learn about what the world’s number one Customer Relationship Manager (CRM) system has to offer. You will begin this course by understanding the components that Salesforce leverages to make it an optimal system. You will learn about the basics in Lightning for Sales, Community Cloud and Marketing, and understanding how to secure your Salesforce Organization and Manage Permissions. These tools will serve as building blocks to implementing Salesforce into any organization. The course includes in-depth readings and practical application activities within Salesforce's Trailhead education platform, peer discussion opportunities, demonstration videos, and peer review assignments.

Nov 9th 2026
3 Weeks
DataOps Methodology (Coursera) Coursera
IBM

DataOps Methodology (Coursera)

DataOps is defined by Gartner as "a collaborative data management practice focused on improving the communication, integration and automation of data flows between data managers and consumers across an organization. Much like DevOps, DataOps is not a rigid dogma, but a principles-based practice influencing how data can be provided and updated to meet the need of the organization’s data consumers.”

Nov 9th 2026
5-12 Weeks
Data Management for Clinical Research (Coursera) Coursera
Vanderbilt University

Data Management for Clinical Research (Coursera)

This course presents critical concepts and practical methods to support planning, collection, storage, and dissemination of data in clinical research. Understanding and implementing solid data management principles is critical for any scientific domain. Regardless of your current (or anticipated) role in the research enterprise, a strong working knowledge and skill set in data management principles and practice will increase your productivity and improve your science. Our goal is to use these modules to help you learn and practice this skill set.

Nov 9th 2026
5-12 Weeks
Healthcare Data Management and Information Systems (Coursera) Coursera
Northeastern University

Healthcare Data Management and Information Systems (Coursera)

This course is the continuation of the Health Informatics for Healthcare Professionals course. If you have not yet taken the introductory course, it is recommend that you complete that course prior to this course. The foundational knowledge from the introduction is carried through in this deeper dive into informatics in healthcare.

Nov 9th 2026
4 Weeks
Snowflake - SnowPro Core Certification Preparation (Coursera) Coursera
Board Infinity

Snowflake - SnowPro Core Certification Preparation (Coursera)

"Snowflake - SnowPro Core Certification Preparation" is a comprehensive course meticulously crafted to guide learners through the essentials of Snowflake, preparing them for the SnowPro Core Certification. Spanning three modules, the course begins with the fundamentals of Snowflake, exploring its architecture, data loading, and modeling. The second module delves into operational and management aspects, including account management, performance optimization, and security.

Nov 9th 2026
3 Weeks