Fundamentals

Ninety percent of new restaurants fail within their first year, a stark reminder that passion alone does not guarantee small business survival. It’s a brutal landscape where spreadsheets and algorithms often seem like the only path to efficiency. Yet, the aroma of freshly baked bread or the genuinely helpful advice from a local hardware store clerk ● these are experiences that algorithms struggle to replicate, and they are the bedrock of many successful small to medium-sized businesses (SMBs).

The Human Touch Advantage

Automation promises efficiency, cost reduction, and scalability, siren songs to any SMB owner juggling payroll and inventory. However, before diving headfirst into the digital deep end, consider what truly differentiates a thriving SMB from a forgettable one. Often, it is the human element ● the personalized service, the empathetic ear, the creative problem-solving that no pre-programmed script can match. This isn’t nostalgia; it’s a practical business reality.

Building Customer Relationships

For SMBs, customers are not just data points in a CRM system; they are neighbors, community members, and the lifeblood of the business. Human skills like active listening, empathy, and genuine connection build loyalty in ways that automated chatbots and impersonal email blasts simply cannot. A handwritten thank-you note from a local boutique owner carries more weight than a generic discount code from a faceless online retailer. These personal touches foster trust and repeat business, essential for SMB growth.

Adaptability and Problem Solving

Small businesses operate in a world of constant flux. Market trends shift, unexpected challenges arise, and agility is paramount. Human employees possess the critical thinking and adaptability to navigate these uncertainties.

When a customer has a unique request or a situation deviates from the standard operating procedure, it is human ingenuity, not rigid automation, that finds solutions. Automation excels at repetitive tasks, but it falters when faced with the unpredictable nature of real-world business scenarios.

Creativity and Innovation

Innovation is not born from algorithms; it springs from human imagination, curiosity, and the willingness to experiment. SMBs often thrive by carving out unique niches, offering specialized products or services, or developing novel approaches to customer engagement. This requires a workforce that can think outside the box, brainstorm new ideas, and adapt to evolving customer needs. While automation can streamline existing processes, it is human creativity that fuels the development of new ones and drives true business innovation.

In the initial stages of an SMB, prioritizing human skills is not a sentimental choice, but a strategic imperative Meaning ● A Strategic Imperative represents a critical action or capability that a Small and Medium-sized Business (SMB) must undertake or possess to achieve its strategic objectives, particularly regarding growth, automation, and successful project implementation. for building strong customer relationships Meaning ● Customer Relationships, within the framework of SMB expansion, automation processes, and strategic execution, defines the methodologies and technologies SMBs use to manage and analyze customer interactions throughout the customer lifecycle. and fostering adaptability.

Understanding Automation Basics

To be clear, this isn’t an argument against automation altogether. Automation tools, when strategically implemented, can be incredibly beneficial for SMBs. Think of accounting software that simplifies bookkeeping, scheduling apps that streamline employee management, or basic CRM systems that organize customer data. These technologies free up human employees from mundane, repetitive tasks, allowing them to focus on higher-value activities that leverage their unique skills.

Types of Automation for SMBs

Automation exists on a spectrum, from simple task automation to more complex AI-driven systems. For SMBs, starting with foundational automation tools Meaning ● Automation Tools, within the sphere of SMB growth, represent software solutions and digital instruments designed to streamline and automate repetitive business tasks, minimizing manual intervention. is often the most practical approach. These might include:

1. Email Marketing Software ● Automates email campaigns, newsletters, and customer communication.
2. Social Media Scheduling Tools ● Allows pre-scheduling of social media posts, saving time and ensuring consistent online presence.
3. Accounting Software ● Automates bookkeeping, invoicing, and financial reporting.
4. Customer Relationship Management (CRM) Systems ● Organizes customer data, tracks interactions, and streamlines sales processes.

These tools are designed to enhance efficiency without replacing core human functions. They are about augmenting human capabilities, not substituting them entirely, especially in the early stages of SMB development.

Benefits of Strategic Automation

When implemented thoughtfully, automation can offer significant advantages to SMBs:

• Increased Efficiency ● Automating repetitive tasks frees up employees to focus on more strategic and creative work.
• Reduced Errors ● Machines are less prone to human error in routine tasks, improving accuracy and consistency.
• Cost Savings ● Automation can reduce labor costs in the long run, particularly for tasks that require significant manual effort.
• Improved Scalability ● Automated systems can handle increased workloads without requiring proportional increases in staff.

However, the key word here is “strategic.” Automation for the sake of automation can be detrimental, especially if it undermines the human connections that are vital to an SMB’s success.

Finding the Right Balance

The question isn’t whether to choose human skills or automation; it’s about finding the optimal balance for your specific SMB. In the early days, when building a loyal customer base and establishing a unique brand identity Meaning ● Brand Identity, for Small and Medium-sized Businesses (SMBs), is the tangible manifestation of a company's values, personality, and promises, influencing customer perception and loyalty. is paramount, human skills should take precedence. Automation should be viewed as a supporting tool, enhancing human capabilities rather than replacing them. As the SMB grows and matures, the balance may shift, but the core value of human skills should never be underestimated.

Prioritizing Human Skills Initially

For a new SMB, the initial focus should be on building a strong foundation based on human strengths. This means:

1. Hiring for Human Skills ● Prioritize candidates with strong communication, problem-solving, and interpersonal skills, even if they lack specific technical expertise in certain automated systems initially.
2. Investing in Human Training ● Focus on developing employees’ customer service Meaning ● Customer service, within the context of SMB growth, involves providing assistance and support to customers before, during, and after a purchase, a vital function for business survival. skills, product knowledge, and creative abilities.
3. Creating a Human-Centric Culture ● Foster a work environment that values empathy, collaboration, and personal connection, both with customers and among employees.

This human-first approach will lay the groundwork for sustainable growth, built on strong customer relationships and a resilient, adaptable team.

Integrating Automation Gradually

As the SMB establishes itself and identifies areas where efficiency gains Meaning ● Efficiency Gains, within the context of Small and Medium-sized Businesses (SMBs), represent the quantifiable improvements in operational productivity and resource utilization realized through strategic initiatives such as automation and process optimization. are needed, automation can be integrated strategically. Start with simple, back-office automation to streamline operations without sacrificing customer-facing human interaction. For example:

1. Automate Bookkeeping ● Implement accounting software to manage finances efficiently.
2. Use Scheduling Tools ● Streamline employee scheduling and time tracking.
3. Basic CRM for Data Organization ● Organize customer information for better tracking and communication.

The goal is to use automation to free up human employees to excel in areas where their skills are most valuable ● building relationships, solving complex problems, and driving innovation.

SMBs should view automation as a tool to amplify human capabilities, not a replacement for the essential human skills that drive early success and customer loyalty.

A Practical Approach for SMB Owners

For the SMB owner navigating this complex landscape, a practical approach involves careful assessment and gradual implementation. Start by identifying the core values and customer promises of your SMB. What makes you unique?

What do customers value most about your business? These answers will guide your decisions about where to prioritize human skills and where automation can provide the most benefit.

Assessing Your SMB’s Needs

Before investing in any automation technology, take a step back and honestly assess your SMB’s current needs and future goals. Consider these questions:

This assessment will provide a clearer picture of where automation can be most impactful and where human skills remain indispensable.

Starting Small and Scaling Strategically

Don’t feel pressured to automate everything at once. Start with one or two key areas where automation can provide immediate relief and demonstrate tangible benefits. For example, if your bookkeeping is taking up too much time, implement accounting software.

If customer inquiries are overwhelming your team, consider a basic CRM system. As you see positive results and gain confidence, you can gradually explore more advanced automation Meaning ● Advanced Automation, in the context of Small and Medium-sized Businesses (SMBs), signifies the strategic implementation of sophisticated technologies that move beyond basic task automation to drive significant improvements in business processes, operational efficiency, and scalability. options.

The Long Game ● Human Skills as Enduring Value

In the long run, the SMBs that thrive will be those that recognize the enduring value of human skills in a rapidly automating world. While technology will continue to evolve and automate more tasks, the uniquely human abilities to connect, empathize, create, and adapt will remain irreplaceable. Prioritizing human skills initially and integrating automation strategically is not just a short-term tactic; it’s a long-term strategy for building a resilient, customer-centric, and ultimately successful SMB.

Intermediate

Beyond the startup phase, SMBs encounter a new set of challenges. Initial customer enthusiasm must translate into sustainable growth, and the scrappy, all-hands-on-deck approach needs to evolve into more structured and scalable operations. This is where the tension between human skills and automation becomes more pronounced. Efficiency demands increase, but so does the need to maintain the very human qualities that attracted customers in the first place.

Strategic Automation for Scalability

For SMBs aiming for sustained growth, strategic automation Meaning ● Strategic Automation: Intelligently applying tech to SMB processes for growth and efficiency. is no longer optional; it is essential. However, the “strategy” part is critical. Automation should not be viewed as a blanket solution but rather as a targeted tool to enhance specific areas of the business without eroding the human core. This requires a more sophisticated understanding of automation technologies and their potential impact on both efficiency and customer experience.

Moving Beyond Basic Automation

While basic automation tools like email marketing and accounting software are foundational, intermediate-stage SMBs should explore more advanced options to optimize operations and enhance customer engagement. These might include:

1. Advanced CRM Systems ● Integrate sales, marketing, and customer service data for a holistic view of customer interactions and personalized experiences.
2. Workflow Automation Platforms ● Automate complex business processes across departments, reducing manual bottlenecks and improving operational flow.
3. Inventory Management Systems ● Optimize stock levels, track inventory movement, and automate reordering processes to minimize waste and ensure product availability.
4. Customer Service Automation (with Human Oversight) ● Implement chatbots for basic inquiries, but ensure seamless escalation to human agents for complex issues, maintaining a balance between efficiency and personalized support.

These advanced tools offer greater efficiency gains and scalability potential, but they also require careful planning and implementation to avoid unintended consequences.

The ROI of Human Skills Vs. Automation

At the intermediate stage, SMBs need to think more rigorously about the return on investment (ROI) for both human skills development and automation technologies. It’s not simply about cost-cutting; it’s about maximizing value creation. Consider this comparative perspective:

A balanced approach recognizes that both human skills and automation contribute to ROI, but in different ways and with different time horizons. Strategic decision-making involves understanding these nuances and allocating resources accordingly.

Strategic automation at the intermediate stage is about targeted efficiency gains that support scalability, not about replacing the human elements crucial for sustained customer loyalty Meaning ● Customer loyalty for SMBs is the ongoing commitment of customers to repeatedly choose your business, fostering growth and stability. and brand differentiation.

Avoiding the Pitfalls of Over-Automation

The pursuit of efficiency can sometimes lead SMBs down the path of over-automation, where the human touch is diminished to the detriment of customer experience Meaning ● Customer Experience for SMBs: Holistic, subjective customer perception across all interactions, driving loyalty and growth. and brand identity. This is a particularly relevant concern at the intermediate stage, as businesses scale and processes become more standardized. Over-automation can manifest in several ways:

Impersonal Customer Interactions

Relying too heavily on chatbots and automated responses for customer service can create a frustrating and impersonal experience. While chatbots can handle simple inquiries, they often struggle with complex issues or emotionally charged situations. Customers may feel unheard, undervalued, and ultimately, seek out businesses that offer more human and empathetic support. This is especially damaging for SMBs that have built their brand on personalized service.

Loss of Employee Engagement

Excessive automation can also negatively impact employee morale and engagement. If employees feel like they are being replaced by machines or relegated to purely robotic tasks, their motivation and creativity can suffer. A disengaged workforce is less likely to provide excellent customer service or contribute innovative ideas. SMBs need to ensure that automation empowers employees rather than dehumanizing their roles.

Diminished Brand Personality

For many SMBs, brand personality is a key differentiator. It’s the unique voice, style, and values that resonate with customers and create emotional connections. Over-automation, with its emphasis on standardization and efficiency, can inadvertently dilute this brand personality. Generic automated communications and impersonal processes can make an SMB feel indistinguishable from larger, less human-centric competitors.

Maintaining Human Skills in an Automated Environment

The challenge for intermediate-stage SMBs is to leverage automation for efficiency gains while actively preserving and enhancing human skills. This requires a conscious and deliberate strategy that integrates technology with a human-centric approach.

Human-In-The-Loop Automation

The concept of “human-in-the-loop” automation is crucial. This approach recognizes that automation is most effective when it works in collaboration with human employees, rather than replacing them entirely. In customer service, this means using chatbots to handle routine inquiries but ensuring seamless transitions to human agents for complex or sensitive issues.

In operations, it means automating repetitive tasks but empowering employees to oversee processes, make critical decisions, and handle exceptions. This hybrid model maximizes efficiency while retaining the essential human element.

Investing in Advanced Human Skills

As automation takes over routine tasks, the value of advanced human skills increases. SMBs should invest in developing skills that are complementary to automation, such as:

• Complex Problem-Solving ● Automation can handle routine problems, but human employees are needed for novel and complex challenges.
• Emotional Intelligence and Empathy ● These uniquely human qualities are essential for building strong customer relationships and resolving sensitive issues.
• Creativity and Innovation ● Automation can optimize existing processes, but human creativity drives innovation and the development of new products and services.
• Critical Thinking and Strategic Decision-Making ● Automation provides data and insights, but human employees are needed to interpret information, make strategic choices, and adapt to changing market conditions.

Investing in these advanced human skills ensures that employees remain valuable assets in an increasingly automated environment.

Maintaining human skills in an automated environment requires a ‘human-in-the-loop’ approach and strategic investment in advanced human capabilities that complement automation technologies.

Practical Implementation for Scaling SMBs

For SMBs navigating the complexities of scaling and automation, a practical implementation strategy involves a phased approach, continuous monitoring, and a willingness to adapt. It’s not a one-time project but an ongoing process of optimization and refinement.

Phased Automation Implementation

Avoid a “big bang” approach to automation. Implement automation technologies in phases, starting with areas that offer the most immediate efficiency gains and have the least potential to negatively impact customer experience. A phased approach allows for testing, learning, and adjustments along the way. A possible phased implementation could look like this:

1. Phase 1 ● Back-Office Automation ● Focus on automating internal processes like accounting, inventory management, and basic HR tasks.
2. Phase 2 ● Customer Service Automation Meaning ● Customer Service Automation for SMBs: Strategically using tech to enhance, not replace, human interaction for efficient, personalized support and growth. (Hybrid) ● Implement chatbots for basic inquiries, but prioritize seamless human escalation and invest in training customer service agents in advanced communication and problem-solving skills.
3. Phase 3 ● Sales and Marketing Automation (Personalized) ● Utilize CRM and marketing automation tools to personalize customer communication and streamline sales processes, but maintain human oversight Meaning ● Human Oversight, in the context of SMB automation and growth, constitutes the strategic integration of human judgment and intervention into automated systems and processes. for key customer interactions and relationship building.

This phased approach minimizes disruption and allows SMBs to gradually integrate automation while preserving human skills.

Continuous Monitoring and Adjustment

Automation implementation is not a “set it and forget it” process. SMBs need to continuously monitor the impact of automation on key metrics, including customer satisfaction, employee engagement, and operational efficiency. Regularly review customer feedback, employee surveys, and performance data to identify areas where automation is working well and areas where adjustments are needed. Be prepared to refine automation strategies and reinvest in human skills development as needed.

Building a Human-Augmented Future

The future of successful SMBs is not about choosing between human skills and automation; it’s about building a human-augmented future where technology empowers human employees to be more effective, more creative, and more customer-centric. By strategically integrating automation and continuously investing in advanced human skills, SMBs can achieve sustainable growth, maintain their unique brand identity, and thrive in an increasingly competitive and automated marketplace.

Advanced

For mature SMBs, the landscape shifts again. Efficiency is assumed, scalability is proven, and the focus turns to long-term strategic positioning in a market increasingly defined by artificial intelligence and advanced automation. The question of human skills versus automation evolves from a tactical balancing act to a fundamental strategic imperative. At this stage, SMBs must not only optimize current operations but also anticipate future market disruptions and proactively cultivate human capabilities that will remain uniquely valuable in the age of intelligent machines.

The Strategic Imperative of Human Capital

In the advanced stage, human skills are no longer merely operational assets; they become strategic capital. In a world saturated with automated solutions, the ability to differentiate through uniquely human capabilities becomes paramount. This necessitates a sophisticated understanding of the evolving nature of work, the strategic value of specific human skills, and the organizational culture Meaning ● Organizational culture is the shared personality of an SMB, shaping behavior and impacting success. required to foster and leverage these skills effectively.

Beyond Task Automation ● Cognitive and Creative Skills

While earlier stages of automation focused primarily on task automation ● automating repetitive manual and administrative processes ● advanced automation, driven by AI, is increasingly capable of automating cognitive tasks. This includes data analysis, pattern recognition, and even some forms of decision-making. In this context, the strategic value of human skills shifts towards higher-order cognitive and creative abilities that remain beyond the current reach of AI. These include:

1. Complex Adaptive Problem Solving ● Navigating ill-defined problems in dynamic environments, requiring creativity, intuition, and systemic thinking.
2. Strategic Foresight and Vision ● Anticipating future market trends, identifying emerging opportunities, and formulating long-term strategic direction.
3. Emotional and Social Intelligence at Scale ● Building and maintaining trust-based relationships with customers, partners, and employees in an increasingly digital and impersonal world.
4. Ethical Reasoning and Judgment ● Navigating complex ethical dilemmas arising from advanced technologies, ensuring responsible and values-driven business practices.
5. Cross-Cultural Competence and Global Collaboration ● Operating effectively in diverse global markets, building relationships across cultures, and leveraging global talent pools.

These skills are not merely “nice-to-haves”; they are the core competencies that will differentiate successful SMBs in the advanced automation era.

Human Skills as a Competitive Differentiator

In a hyper-competitive global marketplace, where products and services become increasingly commoditized and easily replicated, human skills offer a sustainable source of competitive advantage. Automation can drive efficiency and reduce costs, but it is human ingenuity, creativity, and empathy that create truly unique and valuable customer experiences and build enduring brand loyalty. Consider the following competitive differentiators rooted in human skills:

For advanced SMBs, investing in these human skill-based differentiators is not just about maintaining relevance; it’s about building a sustainable competitive edge in the long term.

At the advanced stage, human skills transform into strategic capital, becoming the primary source of competitive differentiation and long-term value creation in an increasingly automated world.

Navigating the Ethical and Societal Implications of Automation

As SMBs increasingly adopt advanced automation technologies, they must also grapple with the ethical and societal implications. These considerations are not merely abstract philosophical debates; they are practical business imperatives that can impact brand reputation, customer trust, and long-term sustainability. Advanced SMBs need to proactively address these ethical dimensions:

Job Displacement and Workforce Transition

While automation can create new opportunities, it also inevitably leads to job displacement Meaning ● Strategic workforce recalibration in SMBs due to tech, markets, for growth & agility. in certain sectors. Advanced SMBs have a responsibility to consider the impact of automation on their workforce and the broader community. This may involve:

• Reskilling and Upskilling Initiatives ● Investing in training programs to equip employees with new skills relevant to the automated future.
• Transition Support for Displaced Workers ● Providing severance packages, outplacement services, and support for employees transitioning to new roles or industries.
• Creating New Human-Augmented Roles ● Designing jobs that leverage human skills in collaboration with automation, focusing on higher-value, less automatable tasks.

Addressing job displacement proactively is not only ethically sound but also strategically wise, mitigating potential negative public perception and fostering a positive brand image.

Algorithmic Bias and Fairness

AI algorithms, if not carefully designed and monitored, can perpetuate and amplify existing biases, leading to unfair or discriminatory outcomes. SMBs using AI-powered automation must be vigilant about algorithmic bias, particularly in areas like hiring, customer service, and pricing. This requires:

• Data Auditing and Bias Detection ● Regularly auditing training data and algorithms to identify and mitigate potential biases.
• Transparency and Explainability ● Striving for transparency in AI decision-making processes and ensuring that algorithms are explainable and auditable.
• Human Oversight and Ethical Review ● Maintaining human oversight of AI systems and establishing ethical review processes to assess and address potential fairness concerns.

Ensuring algorithmic fairness is crucial for maintaining customer trust, avoiding legal and reputational risks, and upholding ethical business standards.

Data Privacy and Security in an AI-Driven World

Advanced automation relies heavily on data, raising significant concerns about data privacy Meaning ● Data privacy for SMBs is the responsible handling of personal data to build trust and enable sustainable business growth. and security. SMBs must prioritize responsible data handling practices, particularly as AI systems become more sophisticated and data-intensive. This includes:

• Robust Data Security Measures ● Implementing state-of-the-art cybersecurity protocols to protect customer and business data from breaches and unauthorized access.
• Compliance with Data Privacy Regulations ● Adhering to relevant data privacy regulations (e.g., GDPR, CCPA) and ensuring transparent data collection and usage policies.
• Ethical Data Governance Frameworks ● Establishing ethical data governance Meaning ● Ethical Data Governance for SMBs: Managing data responsibly for trust, growth, and sustainable automation. frameworks that prioritize data privacy, security, and responsible AI development.

Protecting data privacy and security Meaning ● Data privacy, in the realm of SMB growth, refers to the establishment of policies and procedures protecting sensitive customer and company data from unauthorized access or misuse; this is not merely compliance, but building customer trust. is not just a legal compliance issue; it’s a fundamental aspect of building trust and maintaining long-term customer relationships in the age of AI.

Cultivating a Human-First, Technology-Enabled Culture

For advanced SMBs to thrive in the long run, they must cultivate an organizational culture that embraces both human skills and advanced technology in a synergistic and ethical manner. This requires a deliberate shift towards a human-first, technology-enabled culture characterized by:

Lifelong Learning and Adaptability

In a rapidly evolving technological landscape, continuous learning and adaptability are paramount. SMBs must foster a culture of lifelong learning, encouraging employees to continuously update their skills, embrace new technologies, and adapt to changing market demands. This involves:

• Investing in Continuous Professional Development ● Providing ongoing training and development opportunities for employees to acquire new skills and stay ahead of technological advancements.
• Promoting a Growth Mindset ● Cultivating a culture that values learning, experimentation, and resilience in the face of change.
• Creating Knowledge-Sharing Platforms ● Establishing internal platforms and processes for employees to share knowledge, best practices, and insights related to both human skills and technology.

A culture of lifelong learning ensures that the workforce remains agile, adaptable, and equipped to navigate the complexities of the advanced automation era.

Empowerment and Distributed Leadership

In a human-first, technology-enabled culture, empowerment and distributed leadership Meaning ● Distributed Leadership in SMBs: Sharing leadership roles across the organization to enhance agility, innovation, and sustainable growth. are essential. Automation can handle routine tasks, freeing up human employees to focus on higher-value, strategic activities. This requires empowering employees at all levels to take initiative, make decisions, and contribute their unique skills and perspectives. This involves:

• Decentralizing Decision-Making ● Distributing decision-making authority to empower employees closest to the work and the customer.
• Fostering Collaboration and Cross-Functional Teams ● Encouraging collaboration across departments and creating cross-functional teams to leverage diverse skills and perspectives.
• Recognizing and Rewarding Human Contributions ● Establishing recognition and reward systems that value human skills, creativity, and innovation alongside technological proficiency.

Empowerment and distributed leadership unlock the full potential of human capital in a technology-enabled environment.

Values-Driven Leadership and Ethical AI Governance

Ultimately, the success of advanced SMBs in the age of automation hinges on values-driven leadership and ethical AI Meaning ● Ethical AI for SMBs means using AI responsibly to build trust, ensure fairness, and drive sustainable growth, not just for profit but for societal benefit. governance. Leaders must champion a vision that prioritizes both human flourishing and technological progress, ensuring that automation serves human values and societal well-being. This requires:

• Articulating a Clear Ethical Vision ● Defining and communicating a clear ethical vision for the organization, emphasizing responsible AI development and deployment.
• Establishing Ethical AI Governance Meaning ● Ethical AI Governance for SMBs: Responsible AI use for sustainable growth and trust. Structures ● Creating formal governance structures and processes to oversee AI ethics, bias mitigation, and data privacy.
• Leading by Example ● Leaders must model ethical behavior, champion human values, and demonstrate a commitment to responsible technology adoption.

Values-driven leadership and ethical AI governance Meaning ● AI Governance, within the SMB sphere, represents the strategic framework and operational processes implemented to manage the risks and maximize the business benefits of Artificial Intelligence. are not just about risk mitigation; they are about building a sustainable and purpose-driven business that contributes positively to society in the advanced automation era.

Advanced SMBs must cultivate a human-first, technology-enabled culture characterized by lifelong learning, empowerment, and values-driven leadership to navigate the ethical and strategic complexities of advanced automation.

References

• Brynjolfsson, Erik, and Andrew McAfee. The Second Machine Age ● Work, Progress, and Prosperity in a Time of Brilliant Technologies. W. W. Norton & Company, 2014.
• Daugherty, Paul R., and H. James Wilson. Human + Machine ● Reimagining Work in the Age of AI. Harvard Business Review Press, 2018.
• Manyika, James, et al. A Future That Works ● Automation, Employment, and Productivity. McKinsey Global Institute, 2017.
• Purdy, Mark, and Paul Daugherty. What’s Wrong with Saying “Humans and AI Will Work Together”. Harvard Business Review, 2019.
• Schwab, Klaus. The Fourth Industrial Revolution. World Economic Forum, 2016.