Insights on Artificial Intelligence

From machine learning operations and organizational change to ethical considerations and emerging use cases, this is QuantumBlack, AI by McKinsey’s latest thinking on how organizations can most effectively and responsibly use AI to create business value.

Featured Insights

How to unlock the full value of data? Manage it like a product

Creating reusable data products and patterns for piecing together data technologies enables companies to derive value from data today and tomorrow.
Report

The next frontier for AI in China could add $600 billion to its economy

– By 2030, AI could disrupt transportation and other key sectors in China, adding significant economic value—but only if strategic cooperation and capability building occur across multiple dimensions.
Interactive

McKinsey for Kids: Game on! Why your computer learns faster and games better than you think

– Computers can solve some problems better and faster than humans can—but only after humans train the machines to use artificial intelligence. Let’s explore the world of gaming to figure out how.
Survey

The state of AI in 2021

– A majority of companies now adopt AI, and leaders are using more sophisticated tools and practices.

Scaling for impact

Article

Scaling AI like a tech native: The CEO’s role

– Embedding AI across an enterprise to tap its full business value requires shifting from bespoke builds to an industrialized AI factory. MLOps can help, but the CEO must facilitate it.
Report

IoT value set to accelerate through 2030: Where and how to capture it

– New research shows that the Internet of Things offers significant economic value potential, particularly in standardized production settings, but companies must achieve scale to capture it.
Article

Winning with AI is a state of mind

– Companies capturing lasting value from artificial intelligence think differently, from the C-suite to the front line. Here’s how to make the shift from opportunistic efforts to a truly AI-enabled organization.
Executive Briefing

Reimagining your business for AI

– What’s the right approach for getting the most value from artificial intelligence? We find it’s transforming one or two important slices of your business at a time.

Optimizing data strategy

Article

AI-driven operations forecasting in data-light environments

– Too many companies still rely on manual forecasting because they think AI requires better-quality data than they have available. Nowadays, that’s a costly mistake.
Interview

How a tech company went from moving data to using data: An interview with Ericsson’s Sonia Boije

– Ericsson’s head of data enablement explains how the company is enabling its people to make full and effective use of data.
Article

Financial services unchained: The ongoing rise of open financial data

– If open finance continues to accelerate, it could reshape the global financial services ecosystem, change the very idea of banking, and increase pressure on incumbents.
Article

Breaking through data-architecture gridlock to scale AI

– Large-scale data modernization and rapidly evolving data technologies can tie up AI transformations. Five steps give organizations a way to break through the gridlock.

Building trust

Article

Model risk management 2.0 evolves to address continued uncertainty of risk-related events

– Organizations this year plan to enhance their MRM framework capabilities—including risk culture, standards, and procedures—and to upgrade their validation resources with MRM 2.0 firmly on the agenda.
Article

What the draft European Union AI regulations mean for business

– Proposed EU rules are just one more step toward global AI regulation. Here’s how smart organizations are preparing for compliance—and managing AI risk.
Article

Getting to know—and manage—your biggest AI risks

– A systematic approach to identifying and prioritizing AI risks can help organizations effectively target mitigation efforts.

Executive guides

Interactive

Executive’s guide to developing AI at scale

– Developing artificial intelligence and analytics applications typically involves different processes, technology, and talent than those for traditional software solutions. Executives who possess a solid understanding of the basics can ensure they’re making the right investments in their tech stacks and teams to build reliable solutions at scale. We’ve created an interactive guide to help.
Interactive

An executive’s guide to AI

– Updated with the latest artificial-intelligence developments, our interactive helps business executives learn the ABCs of AI.
Interactive

The executive’s AI playbook

– It’s time to break out of pilot purgatory and more effectively apply artificial intelligence and advanced analytics throughout your organization. Our interactive playbook can help.

DATA SCIENCE FOR PRACTITIONERS

Insights from our Medium blog by data science professionals, for data science professionals.

Industry perspectives

Podcast

Smart operators: How leading companies use machine intelligence

– Despite the recent and significant advances in machine intelligence, the full scale of the opportunity is just beginning to unfold. New research reveals why some companies are doing better than others.
Article

Generating real-world evidence at scale using advanced analytics

– As pharma companies apply advanced analytics to generate new types of evidence, how do they decide which use cases to target and how to scale them up across the business?
Article

Autonomous supply chain planning for consumer goods companies

– To capitalize on analytics, consumer packaged goods organizations—especially in Asia—can build an integrated system with the power to oversee and control the entire supply chain from end to end.
Article

How AI-driven nudges can transform an operation’s performance

– The right advice at just the right moment can make all the difference to employee satisfaction and performance. New AI-driven approaches are making truly personalized, real-time coaching a reality.

Want to learn more about how we help clients?

More insights

Report

IoT value set to accelerate through 2030: Where and how to capture it

– New research shows that the Internet of Things offers significant economic value potential, particularly in standardized production... settings, but companies must achieve scale to capture it.
Article

Quantum computing funding remains strong, but talent gap raises concern

– Our latest Quantum Technology Monitor shows industry interest remains strong, China is upping its game, and talent shortages require... attention.
Article

Innovation sourcing in biopharma: Four practices to maximize success

– Biopharma companies’ pipelines are full of assets they source externally to access innovation. Four practices will help... ensure their investments flourish at a time of fierce competition.
Article

Pushing granular decisions through analytics

– The potential effect of advanced analytics on grocery retail is great, but retailers will need to seize the opportunity.
Impact Story

An AI power play: Fueling the next wave of innovation in the energy sector

– How Vistra Corp. is partnering with McKinsey to improve efficiency and reduce emissions by using AI
Article

When—and how—to prepare for post-quantum cryptography

– While quantum computers may not be able to crack conventional encryption protocols until 2030, many cybersecurity and risk managers... should evaluate their options now.
Interview

Author Talks: Open season for intelligence gathering

– Open-source intelligence means spying isn’t just for governments anymore—anyone with an online connection can gather... troves of information.
Survey

Prioritizing technology transformations to win

– Our latest IT survey confirms the accelerating pace of at-scale core technology transformations. The road map for success reflects... the practices and capabilities of leading companies.
Podcast

Smart operators: How leading companies use machine intelligence

– Despite the recent and significant advances in machine intelligence, the full scale of the opportunity is just beginning to unfold.... New research reveals why some companies are doing better than others.
Article

Generating real-world evidence at scale using advanced analytics

– As pharma companies apply advanced analytics to generate new types of evidence, how do they decide which use cases to target and... how to scale them up across the business?
Podcast

IoT comes of age

– McKinsey research shows that adoption of IoT technologies has increased exponentially the past five years—but successful implementation... still eludes some. Here’s how to get it right.
Sorry, we couldn't find any results. Try removing some filters.