Digital Transformation: Evolution and Imperatives

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Questions and Answers

In the context of digital transformation, what is a crucial aspect of adapting to the real needs of customers?

  • Optimizing resources and improving productivity. (correct)
  • Maintaining traditional business practices.
  • Focusing solely on internal operations.
  • Ignoring technological advancements.

What is a defining characteristic of data-centric companies in the new digital era?

  • Prioritizing data as a key asset for driving decisions. (correct)
  • Focusing solely on traditional marketing methods.
  • Reacting to market changes instead of anticipating them.
  • Avoiding the use of data for decision-making.

Which of the following 'V's is NOT a characteristic associated with the concept of data explosion?

  • Veracity
  • Velocity
  • Volume
  • Validity (correct)

What is the primary role of 'talent' as a pillar of digital transformation within an organization?

<p>Acquiring individuals with the right skills and mindset. (D)</p>
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What is the significance of 'culture and integrated strategy' in the context of digital transformation?

<p>Embracing change, experimentation, and innovation. (A)</p>
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What is the main challenge associated with legacy systems when undertaking a digital transformation?

<p>Difficulty in integrating with new technologies. (D)</p>
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What is scalability in the context of new business models?

<p>The ability of a company to be scaled rapidly. (D)</p>
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What is a key characteristic of 'unsupervised learning' in the context of machine learning?

<p>The machine learns from data without human supervision. (A)</p>
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What is the primary function of blockchain technology?

<p>Decentralized and transparent digital ledger. (B)</p>
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What is the key purpose of a vision statement?

<p>Defining what the company wants to become. (A)</p>
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What is a significant challenge leaders face when defining a strategic direction?

<p>Fuzzy priorities. (C)</p>
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What does corporate culture represent in an organization?

<p>The 'how' of company operations. (A)</p>
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What does corporate governance primarily aim to achieve?

<p>Preventing conflicts of interest and promoting long-term value creation. (D)</p>
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How has AI impacted the recruitment and hiring process in Human Resources?

<p>It has automated the process of analyzing a large number of applicants. (C)</p>
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What is the purpose of conducting a cost/benefit analysis as it relates to marketing?

<p>To compare the costs and benefits of a certain decision. (C)</p>
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What is the primary benefit of utilizing a Management Information System (MIS)?

<p>Better decision-making (B)</p>
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What is the key purpose of a strategic group map?

<p>Visualizes the strategic groups to identify the major areas of competition and who competes with whom. (D)</p>
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Which of the following best describes the purpose setting 'SMART' goals?

<p>Setting goals that are specific and clear. (A)</p>
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Why did the Balanced Scorecard add social and environmental perspectives?

<p>To improve brand reputation. (D)</p>
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When a company suffers from a security breach within their system, what is the most direct and potentially damaging impact?

<p>Loss of credibility. (A)</p>
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Flashcards

Digital Transformation (DT)

Integrating new technologies to improve efficiency, competitiveness, and customer value across an organization.

Data Centric Companies

Companies that prioritize data as a key asset, leveraging it for decision-making to be proactive.

Data Explotion (5 V's)

A situation marked by a large volume, velocity, variety, veracity, and variability of data.

Big Data

Explosive data growth combined with processing capacity and advanced analytics, essential for Digital Transformation.

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Digitalization

Converting analogue data to digital formats, like scanning paper documents.

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Digital Transformation

Integrating digital technology into all areas of a business to transform operations.

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Innovation

Introduction of new ideas, methods, or products that add value to a business or its customers.

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Challenges of Digital Transformation

Resistance to change, lack of digital skills, legacy systems, security concerns, and financial risks.

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Traditional Business Models

Direct sale, retail, print advertising, franchise and manufacturing.

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New Business Models

E-commerce (Amazon), sharing economy (Airbnb), subscription model.

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Artificial Intelligence (AI)

System that correctly interprets data, learns, and adapts to achieve goals via machines.

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Machine Learning

Algorithms automatically identify patterns through data analysis.

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Blockchain

Decentralized digital ledger recording transactions across multiple computers.

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Internet of Things (IoT)

Network of physical objects with sensors exchanging data over the Internet.

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Augmented Reality (AR)

Combines the real world with overlaid digital elements.

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Virtual Reality (VR)

Creates a completely digital environment immersing the user in it.

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Mission Statement

Guiding north star with broad scope.

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Challenges Defining Strategic Direction

Lack of clarity about the direction, support, or clash with established culture.

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Corporate Culture

Unique behaviors, rituals, symbols that describe how an organization operates.

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Corporate Governance

Set of principles, policies guiding organization's direction, preventing conflicts, fostering trust.

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Study Notes

  • Digital Transformation (DT) integrates new technologies to improve efficiency and customer value.
  • DT involves integrating new technologies across the value chain and all departments, and requires a cultural shift.
  • DT provides companies with improved customer experience and better decision-making.

Evolution

  • Before 2008, non-tech companies led the world.
  • The top companies now can anticipate customer needs and create emotional connections.
  • Manufacturing and Distribution Age grew through traditional awareness but the Information Age started in the late 20th century.
  • The Customer Age includes behavioral, social, sensor, and environmental data.
  • Data leads to information, knowledge, and wisdom.

Market Imperatives

  • Transform the customer experience.
  • Drive business growth with privacy.
  • Turn Big Data into business insights.
  • Embrace the mobile mind shift.
  • Accelerate digital business.
  • Data-centric companies prioritize data as a key asset.
  • Such companies are proactive, not reactive.

Advantages of Data Centric Companies

  • Better decision-making from collecting and analyzing data.
  • Improved efficiency through optimization or automation.
  • Improved customer experience through personalization.
  • Competitive advantage from anticipating market changes.
  • Improved risk management.

Data Explosion (5 V's)

  • Large volume, high velocity, and variety of data.
  • Data must be reliable (veracity), and customers change constantly (variability).
  • Big Data is the explosion of data, processing capacity, and advanced analytics.
  • AI technologies can analyze complex data and find patterns.
  • Big data is a prerequisite for Digital Transformation.

Definitions

  • Digitalization converts analog data to digital.
  • Digital Transformation integrates technology into all business areas.
  • Innovation introduces new ideas or products to add business or customer value.

Pillars of Digital Transformation

  • Technology implements new technologies for business operations.
  • Talent involves having skilled and adaptable people.
  • Culture and Integrated Strategy requires a mindset shift.
  • Involves defining vision, embedding digital strategy, anchoring business cases, and aligning leadership.
  • New Business Model adapts business models to leverage digital technologies.

Challenges

  • Resistance to change.
  • Lack of digital skills and talent.
  • Legacy systems, cybersecurity and data privacy concerns.
  • Uncertainty about financial risks.

Opportunities

  • Increased efficiency and productivity.
  • Improved customer experiences.
  • Enhanced agility and flexibility.
  • Development of new business models and revenue streams.
  • Access to new markets and global expansion opportunities.

Traditional vs New Business Models

  • Traditional models: Direct sale, retail, print advertising, franchise and manufacturing.
  • New models: E-commerce, sharing economy, subscription models.
  • Scalability: New models have exponential growth versus linear growth.

Advantages of New Business Models

  • Flexibility, scalability, customer focus, innovation, and cost-efficiency.

Artificial Intelligence (AI)

  • Systems interpret external data and learn to achieve goals through adaptation.
  • AI simulates human intelligence by machines.

Machine Learning

  • Algorithms identify patterns through data analysis.
  • Supervised: learns from past, labelled data.
  • Unsupervised: learns without supervision.
  • Reinforce: learns through rewarding desired behaviors.

Impacts of Machine Learning

  • Revenue growth, capital savings and investment costs.
  • Efficiencies in process, labor and value chain.

Blockchain

  • Decentralized, transparent ledger across multiple computers.
  • Consists of blocks of validated transactions that can't be altered retroactively.

Internet of Things (IoT)

  • Network of physical objects with sensors and technologies.
  • Objects connect and exchange data.

Extended Reality (XR)

  • Umbrella term for VR, AR, and MR that combines physical and virtual worlds.
  • Augmented Reality (AR) combines the real world with digital elements.
  • Virtual Reality (VR) creates a digital environment.

Robotics

  • Field focusing on the design, development, and implementation of robots for autonomous tasks.

Vision & Mission

  • Vision: the company's aspirations.
  • Mission: the organization's reason for being.
  • Strategy translates mission and vision into action.

Stakeholders

  • Stakeholders are individuals or groups with a special stake or claim on the company.
  • Includes internal (employees, managers) and external (customers, suppliers) entities.

Leadership Challenges

  • Fuzzy priorities, fuzzy accountability, and culture clash.

Internal Analysis: Corporate Culture

  • Corporate culture is the unique set of behaviors within an organization.
  • Culture represents the deeper spirit of an organization and influences how employees interact.
  • Important as it enhances success and speeds up decision-making.
  • Digital culture promotes digitalization and breaks down silos.

Cultural Challenges and Solutions in Funding Stages:

  • Agility through market changes.
  • Calculated risk taking.
  • Fluid organizational structures and processes.
  • Talent development and focus on scalability.
  • Diversity and inclusion.

Corporate Governance

  • Principles, policies and processes that guide an organization.
  • Prevents conflicts of interest and fosters trust.

Board of Directors

  • Responsible for decisions, goals, and representing stakeholders.
  • Includes executive directors and non-executive directors.
  • Independent directors and nominee directors.
  • Government and public interest directors.
  • Executive management team implements decisions.
  • Shareholders responsible for electing board members.
  • External stakeholders include regulators, auditors and creditors.

Digitalization and Corporate Governance

  • Digitalization affects board composition, data-driven decision-making and cybersecurity.
  • Requires transparency and better boardroom dynamics.

Basic Company Functions

  • Planning, organizing, motivating and staffing.
  • Controlling performance data.

Human Resources

  • AI helps automate recruitment.
  • Training assesses employee skills.
  • Performance management and team collaboration.
  • Employee well-being.

Marketing

  • Analyzing customer needs including data, segmentation and feedback.
  • Selling through traditional and digital channels.
  • Product and service planning.
  • Cost/benefit analysis.

Finance and Accounting

  • Financial reporting provides insight into the company's financial health.
  • Cash management, investment decisions, and dividends.

Products/Operations

  • Process and capacity decisions.
  • Inventory decisions.
  • Workforce design.
  • Quality decisions.
  • Research and development.
  • Improvement and innovation.
  • R&D present in clothing, mobile and pharmaceutical industries.

Management Information System (MIS)

  • Collects and analyzes data to support decision-making.

External Analysis (PESTEL)

  • Political, economic, social, technological, environmental, and legal forces.

Industry Analysis (Porter's Five-Forces Model)

  • Rivalry, new competitors, substitute products, supplier power, and consumer power.

Analysis of the Industry in Different Moments

  • Development: Buyers few, product highly differentiated with scarce benefits.
  • Growth: Buyers are early adopters and high growth occurs.
  • Shake-Out: Rapid buyer growth; financial and management strengths needed.
  • Maturity: Mass market.
  • Decline: Collapse of demand; emphasis on efficiency/low cost.
  • A Strategic Group Map visualizes the strategic groups to identify the major areas of competition.
  • Blue Ocean compares competitors according to performance.
  • Blue Ocean involves new market spaces versus Red Ocean (crowded market).

Establishing Objectives

  • Strategic objectives: long-term, broad and aligned with mission.
  • Operational objectives: short-term, specific and aligned with strategy.

SMART

  • Specific, measurable, attainable, realistic and time-bound.

Key Performance Indicators (KPIs)

  • Measure success/fail of objectives and help to measure progress. Return on investment, market share, customer aquisition cost, social media engagement, inventory rate, number of defects, etc.

Data Analysis

  • Data mining: finds patterns in big data.
  • Text mining: analyzes unstructured data.
  • Machine learning: computer learns from data.
  • Time series: spots trends over time.
  • Network analysis: finds patterns within networks.
  • Sentiment analysis: understands feelings.
  • Predictive analysis: guesses future events.
  • Descriptive analysis: summarizes data.
  • Prescriptive analysis: finds the best course of action.

Organizational Design

  • Resource, efficiency, silos among functions.
  • Clear product focus, customer centric, inter-division issues.
  • Collaboration, high team autonomy, supervision issues.

Organizational Structure

  • Functional Structure: efficient, but can create silos.
  • Divisional Structure: focused, but can create internal competition.
  • Matrix Structure: collaborative, but complex.
  • Emerging Agile structure: focuses on creating solutions and understanding the customer.

Strategy Design

  • Strategy is important for decreasing costs, improving quality and enhancing customer focus.

Business Model Canvas

  • A canvas explains how an organization creates, delivers and captures values.
  • Describes four fundamental areas of a business (customers, supply, infrastructure and financial viability.

Balanced Scorecard (BSC)

  • It is used to evaluate the company´s strategy.
  • Uses four traditional perspectives (Financial, Customer, Internal process, and Learning and growth) + Social and Environmental perspectives.
  • Improves brand reputation, better talent acquisition, saves costs...

Ethics

  • Ethics: principles of conduct that guide decisions.
  • Business ethics: ethical leadership, integrity...
  • Digital era challenges: trust, transparency and cybersecurity.
  • Transhumanism affects our identity as humans.
  • ESG criteria.
  • Improve sustainability.
  • Privacy in the digital era is imporant due security breach.
  • Singulirazation and likability.
  • Anonymization and pseudonymization.

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