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Eight out of ten banks saw improvement in cost efficiency
AlvarezMarsal · 2022 · kpi_dashboard
Eight out of ten banks saw improvement in cost efficiency
88bps — Cost to Income Ratio
 Asset quality improved for most banks while coverage ratio declined
AlvarezMarsal · 2022 · kpi_dashboard
Asset quality improved for most banks while coverage ratio declined
1.5% — Coverage Ratio
 Cost of risk declined due to reduction in impairment charges
AlvarezMarsal · 2022 · financial_analysis
Cost of risk declined due to reduction in impairment charges
9bps — Cost of Risk
 SIB and ANB majorly drove the aggregate cost of risk
AlvarezMarsal · 2022 · financial_analysis
SIB and ANB majorly drove the aggregate cost of risk
-9bps — Cost of Risk (bps)
 Return on equity has improved since past three quarters to reach above the pre-pandemic level
AlvarezMarsal · 2022 · kpi_dashboard
Return on equity has improved since past three quarters to reach above the pre-pandemic level
14.8% — Return on Equity
 Rising interest rates and improvement in asset quality are positives for KSA banks
AlvarezMarsal · 2022 · kpi_dashboard
Rising interest rates and improvement in asset quality are positives for KSA banks
14.8% — Return on Equity
 Top five concerns for January 2025: trend data
IPSOS · 2025 · industry_trends
Top five concerns for January 2025: trend data
 Inflation/prices – concern since 1974
IPSOS · 2025 · industry_trends
Inflation/prices – concern since 1974
54% — Public concern level
 Lack of faith in politicians/politics
IPSOS · 2025 · industry_trends
Lack of faith in politicians/politics
26% — Percentage of public concern
 Compared to all the other problems facing your country, would you say that inequality is important?
IPSOS · 2023 · problem_statement
Compared to all the other problems facing your country, would you say that inequality is important?
55% — Importance of inequality
 Perils of Perception?
IPSOS · 2023 · analyze_data
Perils of Perception?
0.3589 — Gini Co-Efficient
 CEOs don't need to understand the technology behind Generative AI to create business model innovation; instead, they need to understand its key features
BCG · 2023 · context
CEOs don't need to understand the technology behind Generative AI to create business model innovation; instead, they need to understand its key features
 CEOs must make choices across three key pillars
BCG · 2023 · executive_summary
CEOs must make choices across three key pillars
 Interest in Generative AI is exploding, fueled by the launch of ChatGPT
BCG · 2023 · industry_trends
Interest in Generative AI is exploding, fueled by the launch of ChatGPT
100 — Google Search Interest
 Companies are already seeing a transformative effect from using Generative AI
BCG · 2023 · case_study
Companies are already seeing a transformative effect from using Generative AI
88% — Productivity/Efficiency Gains
 Total addressable market is expected to reach ~$120B by 2027
BCG · 2023 · market_sizing
Total addressable market is expected to reach ~$120B by 2027
$120B — TAM
 Focus on Building Long-Term Advantage
BCG · 2023 · framework_other
Focus on Building Long-Term Advantage
 Golden use cases will add to a company's unique competitive advantage in the marketplace, while non-core use cases are readily adopted by all
BCG · 2023 · case_study
Golden use cases will add to a company's unique competitive advantage in the marketplace, while non-core use cases are readily adopted by all
 While foundation models today are used for generative use cases, this may expand to include discriminative use cases as well in the future
BCG · 2023 · framework_other
While foundation models today are used for generative use cases, this may expand to include discriminative use cases as well in the future
 Once use cases are selected, CEOs should make strategic choices about whether to fine-tune existing LLMs or to train a custom model
BCG · 2023 · framework_other
Once use cases are selected, CEOs should make strategic choices about whether to fine-tune existing LLMs or to train a custom model
 Training a custom LLM will offer greater flexibility, but that comes with high costs and capability requirements
BCG · 2023 · comparison_table
Training a custom LLM will offer greater flexibility, but that comes with high costs and capability requirements
$50 - $90M+ — Estimated cost
 Carefully assess the timing of Generative AI investments considering tech and talent; move too soon and risk wasting money, too slow and risk falling behind
BCG · 2023 · strategic_options
Carefully assess the timing of Generative AI investments considering tech and talent; move too soon and risk wasting money, too slow and risk falling behind
 To achieve the Human-AI augmentation of the future, CEOs should answer questions for change management, workforce planning, and op model design
BCG · 2023 · framework_other
To achieve the Human-AI augmentation of the future, CEOs should answer questions for change management, workforce planning, and op model design
 While traditional AI has augmented the capabilities of managers and decision makers, Generative AI will augment the capabilities of individual contributors
BCG · 2023 · key_messages
While traditional AI has augmented the capabilities of managers and decision makers, Generative AI will augment the capabilities of individual contributors
 Generative AI will redefine roles across the organization
BCG · 2023 · comparison_table
Generative AI will redefine roles across the organization
 Employees are expressing concern about the impact to their professional identity
BCG · 2023 · problem_statement
Employees are expressing concern about the impact to their professional identity
 As Generative AI adoption accelerates, CEOs need to use their learnings to develop a strategic workforce plan
BCG · 2023 · framework_other
As Generative AI adoption accelerates, CEOs need to use their learnings to develop a strategic workforce plan
 Consider centralizing the IT/R&D function supplying LLMs and data engineers
BCG · 2023 · org_design
Consider centralizing the IT/R&D function supplying LLMs and data engineers
 We expect that agile (or platform) models will remain the most effective and scalable in the long term
BCG · 2023 · org_design
We expect that agile (or platform) models will remain the most effective and scalable in the long term
 Risks associated with Generative AI are showing up in the real world rapidly
BCG · 2023 · context
Risks associated with Generative AI are showing up in the real world rapidly
 GenAI creates fundamental shifts impacting the Responsible AI (RAI) approach
BCG · 2023 · diagnosis
GenAI creates fundamental shifts impacting the Responsible AI (RAI) approach
 Companies must be wary of critical risks of Generative AI today before adopting the technology
BCG · 2023 · risk_register
Companies must be wary of critical risks of Generative AI today before adopting the technology
 Not all risks are created equal, with some posing a higher business risk while also being harder to mitigate
BCG · 2023 · framework_2x2
Not all risks are created equal, with some posing a higher business risk while also being harder to mitigate
 Timeline to potential resolution of issues varies based on complexity and urgency
BCG · 2023 · timeline
Timeline to potential resolution of issues varies based on complexity and urgency
 To manage risk with Generative AI, companies can adopt the following policies today:
BCG · 2023 · initiative_list
To manage risk with Generative AI, companies can adopt the following policies today:
 Connect with our Generative AI leadership team with any questions
BCG · 2023 · team_bio
Connect with our Generative AI leadership team with any questions
 Small reactors. Big opportunities.
Deloitte · 2023 · executive_summary
Small reactors. Big opportunities.
80% — procurement target
 Small reactors. Big opportunities. (continued)
Deloitte · 2023 · context
Small reactors. Big opportunities. (continued)
 Actions and milestones to secure a desired NOAK readiness level (1/2)
Deloitte · 2023 · roadmap
Actions and milestones to secure a desired NOAK readiness level (1/2)
 Actions and milestones to secure a promising NOAK readiness level (2/2)
Deloitte · 2023 · roadmap
Actions and milestones to secure a promising NOAK readiness level (2/2)
 ARC-100 demand forecast – FOAK, mid-and long-term NOAK
Deloitte · 2023 · scenario_analysis
ARC-100 demand forecast – FOAK, mid-and long-term NOAK
150 — Number of ARC-100 units
 Base scenario: ARC-100 long-lead components procurement demand
Deloitte · 2023 · scenario_analysis
Base scenario: ARC-100 long-lead components procurement demand
100 — Procurement demand (units)
 All scenarios: ARC-100 long-lead components procurement demand
Deloitte · 2023 · scenario_analysis
All scenarios: ARC-100 long-lead components procurement demand
520 — Component demand volume
 An overview of the required lead times to meet demand
Deloitte · 2023 · scenario_analysis
An overview of the required lead times to meet demand
 Size of the SMR fabrication opportunity
Deloitte · 2023 · market_sizing
Size of the SMR fabrication opportunity
$6.2B — Annual manufacturing value
 Vendor availability of long-lead items
Deloitte · 2023 · market_landscape
Vendor availability of long-lead items
12 — Number of Long-Lead Items
 How are long-lead items linked to demand?
Deloitte · 2023 · data_table
How are long-lead items linked to demand?
36 — Total time FOAK (months)
 Vendor mapping against mid-term – NOAK demand
Deloitte · 2023 · data_table
Vendor mapping against mid-term – NOAK demand
27 — Development phase
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