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Renewables are projected to make up the bulk of the power mix into the future, while clean firm and gas power generation increase across most scenarios
McKinsey · 2023 · industry_trends
Renewables are projected to make up the bulk of the power mix into the future, while clean firm and gas power generation increase across most scenarios
77 — Global power generation
The share of grid cost in total average delivered power costs to customers is expected to increase across scenarios and regions
McKinsey · 2023 · financial_analysis
The share of grid cost in total average delivered power costs to customers is expected to increase across scenarios and regions
60-70% — Average system cost of electricity
Across scenarios, hydrogen demand is projected to grow two to five times by 2050
McKinsey · 2023 · market_landscape
Across scenarios, hydrogen demand is projected to grow two to five times by 2050
5x — Global hydrogen demand (Mtpa)
Sustainable fuels demand is expected to grow significantly, tripling by 2050 in some scenarios
McKinsey · 2023 · industry_trends
Sustainable fuels demand is expected to grow significantly, tripling by 2050 in some scenarios
600 — Mta
Global CCUS landscape is diversifying with carbon emissions being captured from a wider array of sources
McKinsey · 2023 · industry_trends
Global CCUS landscape is diversifying with carbon emissions being captured from a wider array of sources
4.58 — GtCO2
Global emissions remain above a 1.5° pathway even if all countries deliver on their current commitments
McKinsey · 2023 · industry_trends
Global emissions remain above a 1.5° pathway even if all countries deliver on their current commitments
1.5°C — Global CO2 emissions
Investments in the energy sector grow by 35–120% until 2040 but stay in line with historical shares of GDP
McKinsey · 2023 · financial_analysis
Investments in the energy sector grow by 35–120% until 2040 but stay in line with historical shares of GDP
$3.2 trillion — Annual energy investment
Achieving a successful energy transition would require a major course correction to overcome bottlenecks and reach the goals aligned with the Paris Agreement
McKinsey · 2023 · heatmap_matrix
Achieving a successful energy transition would require a major course correction to overcome bottlenecks and reach the goals aligned with the Paris Agreement
Key signposts that could shape the energy transition
McKinsey · 2023 · industry_trends
Key signposts that could shape the energy transition
Global Energy Perspective 2023: We will publish a series of follow-up articles in the coming months
McKinsey · 2023 · next_steps
Global Energy Perspective 2023: We will publish a series of follow-up articles in the coming months
Executive summary | GenAI will industrialize the use of data, improving quality, expanding and simplifying access, and increasing productivity
BCG · executive_summary
Executive summary | GenAI will industrialize the use of data, improving quality, expanding and simplifying access, and increasing productivity
80% — data costs
Today's data management is already burdened by three key areas of friction along the data journey
BCG · pain_points
Today's data management is already burdened by three key areas of friction along the data journey
In addition, exponential growth in the volume of unstructured and multimodal data in the past decade has further raised the bar on data management.
BCG · industry_trends
In addition, exponential growth in the volume of unstructured and multimodal data in the past decade has further raised the bar on data management.
181 — Global data in zettabytes
Higher standards imply increased data management direct and hidden costs, which are forecast to rise in the coming years
BCG · cost_structure
Higher standards imply increased data management direct and hidden costs, which are forecast to rise in the coming years
80% — Data management costs
In this challenging environment, GenAI can help simplify data management and accelerate time to value across the data management value chain
BCG · framework_other
In this challenging environment, GenAI can help simplify data management and accelerate time to value across the data management value chain
A build-out of GenAI-led metadata labeling and lineage annotation capabilities enabled significant productivity gains
BCG · case_study
A build-out of GenAI-led metadata labeling and lineage annotation capabilities enabled significant productivity gains
50%+ — Productivity boost
To control rising data-related challenges, it is imperative for companies to work toward the AI reshape vision
BCG · framework_other
To control rising data-related challenges, it is imperative for companies to work toward the AI reshape vision
Five key drivers can ensure that companies are on a path in line with the vision for data management
BCG · process_diagram
Five key drivers can ensure that companies are on a path in line with the vision for data management
Value-centric approach starts and delivers value early from AI, and matures organizational capabilities and data/tech foundations as you go
BCG · process_diagram
Value-centric approach starts and delivers value early from AI, and matures organizational capabilities and data/tech foundations as you go
But to unlock value from data as capabilities are deployed, it’s key to sequence initiatives by building capabilities in waves
BCG · roadmap
But to unlock value from data as capabilities are deployed, it’s key to sequence initiatives by building capabilities in waves
AI is anticipated to have the largest impact on data analytics and data management workflows, necessitating focus across people and processes
BCG · industry_trends
AI is anticipated to have the largest impact on data analytics and data management workflows, necessitating focus across people and processes
70% — investment allocation
TODAY: Enrich metadata manually against registry / TOMORROW: ~50% effort reduction in metadata labeling with GenAI
BCG · process_diagram
TODAY: Enrich metadata manually against registry / TOMORROW: ~50% effort reduction in metadata labeling with GenAI
~50% — effort reduction
In addition to process, key data management roles are being transformed to be more interesting, interactive, and productive with GenAI
BCG · process_diagram
In addition to process, key data management roles are being transformed to be more interesting, interactive, and productive with GenAI
A move from today's siloed structure toward a product-centric approach will improve data accessibility and consumption
BCG · process_diagram
A move from today's siloed structure toward a product-centric approach will improve data accessibility and consumption
Establish a centralized system to fundamentally transform AI data governance through integrated standards and control across business units
BCG · org_design
Establish a centralized system to fundamentally transform AI data governance through integrated standards and control across business units
Partnerships with technology providers are key to address gaps and accelerate capability development across the data value chain
BCG · other
Partnerships with technology providers are key to address gaps and accelerate capability development across the data value chain
How to get started | Four key activities can activate the building of strong foundations and accelerate time to value
BCG · implementation_plan
How to get started | Four key activities can activate the building of strong foundations and accelerate time to value
FAST-TRACK TO FUTURE-READY PERFORMANCE
misc · 2021 · cover
FAST-TRACK TO FUTURE-READY PERFORMANCE
Change how work gets done
misc · 2021 · section_divider
Change how work gets done
For every organization, the path to operations maturity has distinct milestones. Yet, ultimately, each journey is unique.
misc · 2021 · context
For every organization, the path to operations maturity has distinct milestones. Yet, ultimately, each journey is unique.
Change how work gets done
misc · 2021 · context
Change how work gets done
Choose smarter, act faster, win sooner
misc · 2021 · section_divider
Choose smarter, act faster, win sooner
To understand the connection between business operations maturity and performance, in 2020, we surveyed more than 1,100 C-suite and VP-level executives across 11 countries and 13 industries.
misc · 2021 · key_messages
To understand the connection between business operations maturity and performance, in 2020, we surveyed more than 1,100 C-suite and VP-level executives across 11 countries and 13 industries.
2.8x — corporate profitability
Transform business performance
misc · 2021 · section_divider
Transform business performance
Where transformational value intersects with intelligent operations
misc · 2021 · framework_other
Where transformational value intersects with intelligent operations
50% — productivity and efficiency gains
Three ways to become future-ready
misc · 2021 · section_divider
Three ways to become future-ready
The future-readiness of industries
misc · 2021 · industry_trends
The future-readiness of industries
7% — Future-readiness percentage
Know the ultimate goal
misc · 2021 · section_divider
Know the ultimate goal
Organizations tend to approach operations improvements too incrementally.
misc · 2021 · key_messages
Organizations tend to approach operations improvements too incrementally.
82% — future-ready organizations
Recognize that there will be more to come. Part of being future-ready means seeing what intelligent operations (driven by new and advancing technologies) will be able to do in the coming years.
misc · 2021 · case_study
Recognize that there will be more to come. Part of being future-ready means seeing what intelligent operations (driven by new and advancing technologies) will be able to do in the coming years.
$1B — savings
Know the key steps
misc · 2021 · section_divider
Know the key steps
Augment human talent with technology
misc · 2021 · case_study
Augment human talent with technology
$65M — additional value
Commit to data-driven decision-making—using better, more diverse data
misc · 2021 · case_study
Commit to data-driven decision-making—using better, more diverse data
120% — sales conversion performance
In the past, it would have taken organizations at least three years to advance even a single operations maturity level.
misc · 2021 · key_messages
In the past, it would have taken organizations at least three years to advance even a single operations maturity level.
90% — Cloud infrastructure adoption
Know how to leapfrog maturity levels
misc · 2021 · section_divider
Know how to leapfrog maturity levels
Three ways to become future-ready
misc · 2021 · case_study
Three ways to become future-ready
Outsmart, outperform, outpace
misc · 2021 · transition
Outsmart, outperform, outpace
Now is the time to make your move to intelligent operations. Here's how:
misc · 2021 · key_messages
Now is the time to make your move to intelligent operations. Here's how:
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