1. Introduction

At Demand.io, we pride ourselves on being a company of deep generalists. This guide explores the concept of deep generalists, explains why it's a cornerstone of our culture, and shows you how to thrive in this unique environment.

What is a deep generalist?

A deep generalist is an individual who has developed substantial expertise in multiple distinct, yet adjacent domains. Unlike a specialist who focuses intensely on a single area, or a generalist who has broad but shallow knowledge, a deep generalist combines depth and breadth in a powerful way.

To put it simply, a deep generalist is someone who can dive deep into multiple areas of expertise, connecting dots that others might miss. They're T-shaped professionals on steroids – instead of just one area of depth, they have multiple.

As Aytekin Tank, founder and CEO of Jotform, defines it in his essay on deep generalists:

"A modern polymath is someone who becomes competent in at least three diverse domains and integrates them into a top 1-percent skill set."

Why is this crucial for Demand.io?

Our mission is to be the world's leading source of e-commerce knowledge. This ambitious goal requires us to innovate across multiple domains – from AI and data science to user experience and community building. Deep generalists are uniquely equipped to drive this kind of cross-functional innovation.

By cultivating a team of deep generalists, we can:

  1. Adapt quickly to new challenges and opportunities
  2. Create novel solutions by combining insights from different fields
  3. Communicate effectively across departments and with diverse stakeholders
  4. Build products that truly understand and meet user needs

How it fits into our overall company culture and values

The deep generalist approach is intrinsically linked to our core values of innovation, empowerment, and continuous growth. It's also a key component of our concentric circles model of value alignment.

2. The Concept of Deep Generalists

Detailed explanation of what makes someone a deep generalist

A deep generalist is someone who becomes competent in at least three diverse domains and integrates them into a top 1-percent skill set. At Demand.io, this might look like:

The key is not just accumulating knowledge in different areas, but being able to synthesize this knowledge to create unique insights and solutions. Deep generalists are able to:

  1. Understand complex systems from multiple perspectives
  2. Identify non-obvious connections between different domains
  3. Adapt quickly to new challenges by applying knowledge from diverse fields
  4. Communicate effectively with specialists from various disciplines

Contrast with specialists and traditional career paths

Traditionally, career advice has often steered people towards specialization. The idea was to become the go-to expert in a narrow field. While this approach can be valuable in certain contexts, it has limitations in a rapidly changing, interconnected world.

Specialists Deep Generalists
Deep knowledge in one area Deep knowledge in multiple, connected areas
May struggle when their field evolves Adaptable to changes across several domains
Expert within their silo Can bridge different departments and disciplines
Depth of knowledge Depth and breadth of knowledge

At Demand.io, we believe that the future belongs to those who can navigate complexity and drive innovation by connecting different fields of knowledge.

3. The Importance of Deep Generalists in the Modern World

The shift from specialization to deep generalization

We've all grown up in an age of specialization. Doctors, lawyers, accountants – we've been taught that we should build careers by specializing in narrow fields of knowledge. However, the world is changing rapidly, and the value of deep generalists is becoming increasingly apparent.

As Aytekin Tank points out:

"Despite the world's immense need for polymaths, these individuals seem to be quite rare. That's because society promotes specialization over generalization, based on a long-standing assumption: The more deeply you specialize, the more easily you can find employment."

However, this paradigm is shifting, largely due to technological advancements and changing economic landscapes.

The impact of AI on the job market

Artificial Intelligence is set to dramatically reshape the job market. As AI systems become more sophisticated, they're increasingly capable of performing specialized tasks that were once the domain of human experts.

Toby Walsh, professor of artificial intelligence at the University of New South Wales, predicts:

"Machines will be superhuman. So, it's hard to imagine any job where humans will remain better than the machines. This means the only jobs left will be those where we prefer humans to do them."

In this AI-driven future, the roles that will remain relevant are those that require creative problem-solving, innovation, and uniquely human traits – precisely the strengths of deep generalists.

The rise of the "Conceptual Age"

In his book "A Whole New Mind", Daniel Pink argues that we're moving from a "left-brain world" to a "right-brain world". He calls this new era the "Conceptual Age":

"We are moving from an economy and a society built on the logical, linear, computerlike capabilities of the Information Age to an economy and a society built on the inventive, empathic, big-picture capabilities of what's rising in its place, the Conceptual Age."

Pink suggests that the future belongs to a different kind of person with a different kind of mind: creators and empathizers, pattern recognizers, and meaning makers. These are precisely the skills that deep generalists excel at.

"The last few decades have belonged to a certain kind of person with a certain kind of mind—computer programmers who could crank code, lawyers who could craft contracts, MBAs who could crunch numbers. But the keys to the kingdom are changing hands. The future belongs to a very different kind of person with a very different kind of mind—creators and empathizers, pattern recognizers, and meaning makers. These people—artists, inventors, designers, storytellers, caregivers, consolers, big picture thinkers—will now reap society's richest rewards and share its greatest joys."

The value of cross-pollination in innovation

History shows us that many of mankind's biggest breakthroughs haven't come from specialists, but from multifaceted individuals who could draw connections between different fields.

For instance, Nobel Prize-winner Francis Crick credits his background in physics for helping him intuit the structure of DNA – a problem previously deemed unsolvable by modern biologists. Similarly, Richard Feynman generated his ideas about quantum electrodynamics while watching a guy spin a plate on his fingers in a cafeteria, after he had rededicated himself to interests outside of physics.

These examples highlight how diverse knowledge and the ability to make unconventional connections can lead to groundbreaking innovations.

4. Deep Generalists in the Context of Demand.io

How the concept aligns with our mission and goals

Our mission is to be the world's leading source of e-commerce knowledge. This ambitious goal requires us to excel across multiple domains:

  1. AI and data science: To create intelligent systems that can understand and predict e-commerce trends.
  2. User experience: To make complex information accessible and actionable for our users.
  3. Community building: To harness collective intelligence and create engaged user bases.
  4. E-commerce expertise: To deeply understand the industry we're serving.
  5. Blockchain and emerging technologies: To stay ahead of the curve and innovate in areas like Vector.xyz.

By cultivating deep generalists, we create a team that can navigate these diverse areas with agility and insight. Our people aren't just technologists or just e-commerce experts – they're both, and more.

Examples of deep generalists within our company

Let's look at some hypothetical examples of how deep generalism manifests at Demand.io:

  1. Product Manager for SimplyCodes:
  2. Software Engineer on the ShopGraph team:
  3. Marketing Specialist for Product.ai:

These examples illustrate how our team members combine diverse skill sets to drive innovation and solve complex problems.

How this approach enables us to innovate and solve complex problems

The deep generalist approach is crucial to our ability to innovate and tackle challenging problems:

  1. Cross-pollination of ideas: When team members have knowledge spanning multiple domains, they can draw unexpected connections, leading to novel solutions.
  2. Rapid prototyping and iteration: Deep generalists can quickly move from idea to prototype, understanding both the technical and business implications of their innovations.
  3. Effective collaboration: Our deep generalists can communicate effectively across different specialties, facilitating smooth collaboration between teams.
  4. Holistic problem-solving: Complex challenges in e-commerce often require understanding of technology, user behavior, market dynamics, and more. Our deep generalists can approach problems from multiple angles.
  5. Adaptability: As we venture into new areas (like blockchain with Vector.xyz), our deep generalists can quickly adapt and apply their diverse knowledge to new contexts.

For instance, when developing Product.ai, our team needed to combine expertise in:

Our deep generalist approach allowed us to bring together these diverse areas of knowledge to create an innovative, user-centric product.

5. Characteristics of a Deep Generalist

Successful deep generalists at Demand.io typically exhibit the following characteristics:

  1. Curiosity: An insatiable desire to learn and understand how things work across various domains.
  2. Adaptability: The ability to quickly apply knowledge from one area to another and learn new skills as needed.
  3. Systems thinking: A knack for seeing the big picture and understanding how different parts interact within complex systems.
  4. Critical thinking: The capacity to analyze information from multiple perspectives and make sound judgments.
  5. Creativity: The ability to connect disparate ideas and generate innovative solutions.
  6. Communication: Strong skills in translating complex ideas across different domains and to various stakeholders.
  7. Self-directed learning: The initiative to continuously expand knowledge and skills without external prompting.
  8. Comfort with ambiguity: The ability to navigate uncertain situations and make decisions with incomplete information.
  9. Collaboration: A talent for working effectively with specialists from various fields and integrating diverse viewpoints.
  10. Synthesis: The capacity to combine knowledge from different areas to create new insights or solutions.

How to develop deep generalist capabilities

Becoming a deep generalist is an ongoing journey. Here are some strategies to develop these capabilities:

  1. Pursue diverse learning opportunities: Take courses, attend workshops, or pursue projects outside your primary area of expertise.
  2. Practice connecting ideas: Regularly ask yourself how concepts from one domain might apply to another.
  3. Engage in cross-functional projects: Volunteer for initiatives that require you to work across different departments or disciplines.
  4. Develop a learning routine: Set aside time each week for reading, online courses, or experimenting with new skills.
  5. Seek mentorship: Connect with colleagues who exemplify the deep generalist approach and learn from their experiences.
  6. Embrace challenges: Take on tasks that push you out of your comfort zone and require you to integrate different areas of knowledge.
  7. Cultivate your curiosity: Ask questions, explore new topics, and always seek to understand the "why" behind things.
  8. Practice explaining complex ideas: Work on your ability to communicate intricate concepts to people with diverse backgrounds.
  9. Reflect on your experiences: Regularly take time to consider how your various skills and knowledge areas can complement each other.
  10. Stay informed about industry trends: Keep up with developments not just in your primary field, but in adjacent and emerging areas as well.

The balance between depth and breadth of knowledge

One of the biggest challenges for deep generalists is striking the right balance between depth and breadth of knowledge. At Demand.io, we believe in being "T-shaped" professionals on steroids – having multiple areas of deep expertise along with a broad base of general knowledge.

Here's how we think about this balance:

6. The Deep Generalist Approach in Practice

How this concept influences our daily work

The deep generalist approach permeates every aspect of our work at Demand.io. One way to understand this is through the analogy of jazz music:

In jazz, band members play together as one unit, hearing and predicting transitions, and spontaneously invoking changes in mood, phrasing and lyrical direction — all without direction or talking to each other. Innovating is like making music. Instead of notes, our creative output is expressed through designs, wireframes, prototypes, features, scalable platforms, functionality, marketing strategies, growth funnels, analysis, and business processes. We as a team all collaborate on new concepts, sharing our feedback and ideas as ideas take form.

This jazz-like collaboration allows us to:

  1. Adapt quickly: Like jazz musicians improvising, we can quickly adjust our strategies and solutions as circumstances change.
  2. Blend diverse skills: Each team member brings their unique expertise to the table, creating a rich, harmonious output.
  3. Communicate non-verbally: Through our shared understanding and culture, we can often anticipate each other's needs and ideas without explicit communication.
  4. Create something greater than the sum of its parts: Just as a jazz ensemble creates music that transcends individual contributions, our team produces innovations that go beyond what any one person could achieve.

Case studies or examples from different departments

Let's look at some hypothetical examples of how the deep generalist approach manifests in different areas of Demand.io:

  1. Product Development: SimplyCodes AI Verification System
  2. Marketing: Product.ai Launch Campaign
  3. Engineering: ShopGraph Optimization