Co-created by divergent thinking of the Catalyzer Think Tank and Gemini Deep Research tool
Introduction: The Landscape of Innovation
In an era marked by rapid technological advancements and evolving consumer expectations, innovation has become a paramount driver of organizational success and a critical determinant of competitive advantage. Businesses across industries are increasingly recognizing the need to move beyond incremental improvements and embrace more radical and disruptive approaches to not only survive but thrive. However, the path to successful innovation is fraught with complexities, uncertainties, and the challenge of navigating both the known and the unknown. To effectively traverse this landscape, organizations require a robust understanding of structured frameworks and methodologies that can guide their innovation efforts, enhance their ability to identify and address unmet needs, and ultimately maximize the likelihood of achieving breakthrough results. This report provides a comprehensive analysis of key concepts, frameworks, methodologies, and techniques that underpin successful innovation, drawing upon a wide range of expert perspectives and research.
Foundational Concepts and Frameworks in Innovation
Understanding the Unknown: Exploring the Concept of “Unknown Unknowns”
The concept of “unknown unknowns” refers to uncertainties that are not only unknown but also beyond our current awareness and understanding.1 These are the conditions or factors that cannot be anticipated based on past experience or investigation, posing a potentially greater risk simply because their existence is unsuspected.1 Unlike “known unknowns,” where we are aware of what we don’t know, unknown unknowns represent a deeper level of ignorance – we don’t know what we don’t know.2 This lack of awareness at two levels makes these uncertainties particularly challenging to address, as we cannot formulate questions or seek information about something we are not even aware of [Insight 1].
Recognizing and exploring these unknown unknowns is crucial for breakthrough innovations.6 Truly novel and transformative ideas often reside in this space, beyond the boundaries of our current knowledge and assumptions [Insight 2]. While incremental innovation focuses on improving the known, and radical innovation often emerges from challenging the known, the most significant leaps in discovery and innovation can stem from venturing into the realm of the unknown unknowns.6
Strategies for surfacing these hidden factors include open-minded exploration, user research, brainstorming, and challenging assumptions.6 Proactive efforts to explore the unknown, even without specific questions in mind, can increase the chances of identifying previously unimaginable risks and opportunities [Insight 3]. This requires adopting an exploratory mindset, being open to surprises, and not solely relying on existing knowledge or theories.6 Formative research, particularly in user and design research through in-depth interviews, can be instrumental in uncovering these unknowns by providing insights into user behaviors and needs that might not be consciously articulated.6
It is also important to acknowledge that some risks are inherently unknowable.11 These “unknowable unknowns” are a subset of unknown unknowns that are fundamentally impossible to predict due to inherent limitations in knowledge or observation [Insight 4]. In such cases, the focus should shift from prediction to building organizational practice/strategy of higher order relational intelligence skills, character like openness/resilience and adaptability to respond effectively to unforeseen events.14
Creating New Market Spaces: A Detailed Analysis of the Blue Ocean Strategy
The Blue Ocean Strategy, developed by W. Chan Kim and Renée Mauborgne, presents a business approach that encourages companies to create uncontested market space, or “blue oceans,” rather than competing in saturated markets, or “red oceans”.15 This strategic mindset focuses on innovation and value creation to unlock new demand and make competition irrelevant.16 The core principle of Blue Ocean Strategy lies in “value innovation,” which is the simultaneous pursuit of differentiation and low cost, breaking the traditional value-cost trade-off 16[Insight 5].
Blue Ocean Strategy drives innovation by challenging companies to move beyond competing in existing, often saturated industries and instead create entirely new market spaces.16 By challenging industry assumptions and focusing on non-customers, this framework provides a pathway for radical innovation and market creation [Insight 6]. Instead of focusing on outperforming rivals within the confines of an already existing market, Blue Ocean Strategy emphasizes developing new market spaces, making the competition irrelevant.21 This strategic approach encourages companies to think beyond existing industry conditions and constraints, aiming instead to redefine the terms of competition and tap into the potential of previously unexplored markets.21
Human-Centered Innovation: Examining Design Thinking as a User-Centric Approach
Design Thinking is defined as a non-linear, iterative process that teams use to understand users, challenge assumptions, redefine problems, and create innovative solutions to prototype and test.25 It is a human-centered approach to innovation that draws from the designer’s toolkit to integrate the needs of people, the possibilities of technology, and the requirements for business success.26 Design Thinking prioritizes empathy and a deep understanding of user needs as the foundation for developing solutions that are desirable, feasible, and viable 26[Insight 7].
Design Thinking fosters innovation by emphasizing user understanding, iterative prototyping, and challenging assumptions.25 The iterative and experimental nature of this approach allows for continuous learning and refinement, increasing the likelihood of breakthrough innovations [Insight 8]. By focusing on humans first and foremost, Design Thinking seeks to understand people’s needs and come up with effective solutions to meet those needs.28 The process involves activities such as empathizing with users, defining the problem, ideating potential solutions, creating prototypes, and testing these prototypes with users.28
The Spectrum of Novelty: Differentiating between Radical and Disruptive Innovation
Radical innovation is an invention that destroys or supplants an existing business model, creating new markets or dramatically changing existing ones 36[Insight 9]. It represents a significant and transformative breakthrough in technology, business models, processes, or products that creates a substantial shift in industry or society.40 Disruptive innovation, on the other hand, describes a process by which a product or service takes root in simple applications at the bottom of the market—typically by being less expensive and more accessible—and then relentlessly moves upmarket, eventually displacing established competitors 41[Insight 10].
While both radical and disruptive innovation contribute to business growth by creating new markets and fundamentally altering existing ones, they differ in their approach and impact.37 Radical innovation often involves major technological advancements and can lead to entirely new product categories, while disruptive innovation typically targets underserved markets with simpler, more affordable solutions that gradually improve and challenge incumbents [Insight 11].
Categorizing Knowledge and Uncertainty: Applying the Rumsfeld Matrix
The Rumsfeld Matrix is a framework used to categorize knowledge and uncertainty into four quadrants: Known Knowns, Known Unknowns, Unknown Knowns, and Unknown Unknowns 2[Insight 12]. This matrix provides a structured way to think about what we know and what we don’t know, including the often-overlooked category of things we don’t know we know.6
Category |
Definition |
Implications for Innovation |
Known Knowns |
Things we know we know. Facts and processes we understand and control. |
Form the basis of incremental improvements and optimization. |
Known Unknowns |
Things we know we don’t know. Recognized gaps in knowledge, inviting exploration and inquiry. |
Represent areas for targeted research and development, potential risks and opportunities. |
Unknown Knowns |
Things we don’t know we know. Tacit knowledge we possess but don’t consciously recognize. |
Can be surfaced through collaboration and reflection, leading to unexpected insights. |
Unknown Unknowns |
Things we don’t know we don’t know. Unforeseen challenges or opportunities beyond current awareness. |
Require building new class of relational intelligence tools, skills and character in innovation practice/strategies. |
The Rumsfeld Matrix can be applied in strategic planning and decision-making to identify gaps in knowledge, manage risks, and uncover hidden opportunities 14[Insight 13]. In the innovation process, it helps map out what is known and unknown about a potential innovation, guiding research, experimentation, and risk mitigation efforts 14[Insight 14].
Navigating Risk in Innovation: Understanding the Role of Risk Management
Risk management in innovation is the strategic process of identifying, assessing, and managing potential risks associated with pursuing novel ideas and initiatives within an organization 63[Insight 15]. Effective risk management involves anticipating potential obstacles, analyzing their potential impact, and developing strategies to mitigate or circumvent them.63 While it’s impossible to predict specific unknown unknowns, incorporating novel relational intelligence tools, continuous relational intelligence matching practice and strategies + buffers and fostering adaptability can help organizations respond effectively 11[Insight 16]. Key strategies for risk management in innovative projects include fostering a culture of experimentation and learning, conducting thorough risk assessments, continuous monitoring, and promoting resilience 11[Insight 17].
Frameworks for Decision-Making: Utilizing the Cynefin Framework
The Cynefin Framework is a conceptual framework used to aid decision-making by categorizing situations into Simple, Complicated, Complex, Chaotic, and Disorder/Confusion 71[Insight 18]. In innovation, which often resides in the complex domain, the framework suggests a “probe-sense-respond” approach, emphasizing experimentation and an iterative process 72[Insight 19]. The Cynefin Framework is particularly useful in complex and chaotic innovation scenarios, where traditional linear approaches often fall short 72[Insight 20].
Enhancing Self and Team Awareness: Applying the Johari Window
The Johari Window is a communication model that helps improve self-awareness and understanding through feedback and self-disclosure 82[Insight 21]. By expanding the “Open” area and reducing the “Blind” and “Hidden” areas, teams can improve collaboration and create a more transparent environment for idea generation 53[Insight 22]. This leads to benefits such as improved self-awareness, enhanced mutual understanding, increased open communication, identification of hidden talents, discovery of unknown potential, improved feedback culture, and stronger team cohesion, ultimately boosting the team’s capacity for innovative problem-solving 83[Insight 23].
Methodologies for Predicting Unmet Future Needs
Leveraging Surveys and Focus Groups to Gather Customer Insights
Surveys are employed to gather direct feedback from consumers regarding their current needs, desired improvements, and future expectations.94 This allows for the collection of both quantitative data on the prevalence of certain needs and qualitative data on the specific desires and aspirations of customers [Insight 24]. Focus groups provide qualitative insights into customer experiences, expectations, and latent needs through open discussions and interactions 94[Insight 25].
The Power of Data Analytics and Market Research in Identifying Emerging Trends
Data analytics, including behavioral analytics and predictive customer modeling, plays a crucial role in uncovering hidden consumer demands and predicting future needs by identifying trends and patterns in vast datasets 94[Insight 26]. Market research, encompassing competitive analysis and understanding customer pain points, further aids in predicting unmet future needs by monitoring market trends and competitor activities 94[Insight 27].
The Role of Technological Advancements (AI, Machine Learning, Big Data) in Predictive Analysis
Technological advancements such as AI and machine learning enable the analysis of complex datasets to forecast future needs with greater accuracy and speed than traditional methods 94[Insight 28]. These technologies can identify disease-associated targets, predict drug interactions, and personalize medicine, thus anticipating future healthcare needs.
Methodology |
Description |
Role in Predicting Unmet Future Needs |
Surveys |
Gathering direct feedback from consumers through questionnaires. |
Identify current needs, desired improvements, and future expectations. |
Focus Groups |
Obtaining qualitative insights into customer experiences through moderated group discussions. |
Uncover latent needs and gain a deeper understanding of customer perspectives. |
Data Analytics |
Identifying trends and patterns in vast datasets of consumer behavior. |
Provide quantitative basis for forecasting future needs by analyzing past and present behavior. |
Market Research |
Assessing the viability of new products or services by monitoring market trends and competitor activities. |
Anticipate future needs by understanding current gaps and emerging trends in the industry. |
Technological Advancements (AI, ML, Big Data) |
Utilizing AI and machine learning to analyze complex datasets. |
Forecast future needs with greater accuracy and speed by identifying subtle patterns and correlations. |
Strategies for Fostering a Radical Innovation Mindset
The Importance of Technology Exploration
Actively seeking out and understanding emerging technologies can inspire groundbreaking ideas and challenge existing paradigms, fostering a mindset open to radical innovation 23[Insight 29]. Exposure to new technological possibilities can break down mental barriers and enable the envisioning of solutions that were previously considered impossible.123
Challenging Traditional Approaches Through Business Model Innovation
Rethinking traditional business models can uncover new avenues for value creation and disrupt existing markets, fostering a mindset that questions the status quo 120[Insight 30]. Radical innovation often requires not just new technologies or products but also fundamentally different ways of doing business and delivering value.127
Implementing Strategic Approaches: Blue Ocean Strategy and Lean/Agile Innovation
The principles of creating uncontested market spaces and pursuing value innovation in Blue Ocean Strategy encourage a radical innovation mindset by challenging competitive assumptions 18[Insight 31]. The iterative and experimental nature of Lean and Agile methodologies fosters a mindset of rapid prototyping, testing, and adaptation, which is conducive to radical innovation 18[Insight 32].
Cultivating an Organizational Culture that Values Experimentation and Risk-Taking
Creating a culture where employees are empowered to experiment, take calculated risks, and learn from failures is essential for radical innovation to thrive 18[Insight 33]. A culture that embraces failure as a learning opportunity and rewards experimentation is fundamental for fostering the bold thinking required for radical innovation.134
Detailed Analysis of Key Innovation Methodologies and Tools
Blue Ocean Strategy in Action
The Blue Ocean Strategy employs several key tools and frameworks to guide the creation of new market spaces. The Strategy Canvas is a diagnostic and action framework that visually captures the current strategic landscape and helps identify areas where a company can differentiate itself from competitors.19 It plots the factors of competition against the offering level received by buyers, revealing the strategic profiles of major players and highlighting opportunities for creating a new value curve.136
The Four Actions Framework (Eliminate-Reduce-Raise-Create) is used to reconstruct buyer value elements and break the value-cost trade-off.19 It prompts companies to identify factors that should be eliminated, reduced, raised, or created compared to industry standards, leading to a new value proposition.141 The ERRC Grid complements this by providing a matrix to implement these four actions and ensure a simultaneous pursuit of differentiation and low cost.142
The Six Paths Framework helps businesses identify blue ocean opportunities by looking across the boundaries of competition.19 These paths include looking across alternative industries, strategic groups within industries, the chain of buyers, complementary product and service offerings, the functional-emotional orientation of the industry, and participating in shaping external trends over time.122
The Three Tiers of Noncustomers framework focuses on understanding potential customers who are currently outside the market.19 By analyzing “soon-to-be,” “refusing,” and “unexplored” noncustomers, companies can tap into latent demand.147 The Buyer Utility Map helps companies think from a demand-side perspective across the entire buyer experience cycle, outlining all the levers companies can pull to deliver exceptional utility to buyers.19
Design Thinking Exploratory Research
Exploratory user research interviews are a key technique in Design Thinking for uncovering “unknown unknowns”.6 The emphasis is on open-ended questioning and a willingness to be surprised by user insights.6 By exploring a problem with an open mind and conducting in-depth interviews, researchers can uncover needs and behaviors that were previously unknown, leading to significant leaps in understanding problems and creating effective solutions.6
Disruptive Innovation
Methods in Disruptive Innovation for identifying unmet needs include identifying the niche market, conducting market research, and analyzing trends.99 Once a niche market is identified, the next step is developing a product that meets the needs of this specific segment. This product should be simple, affordable, easy to use, and offer a unique value proposition.161 Building a user base in the niche market is crucial and can be achieved through targeted marketing and word-of-mouth.161 The final stage involves disrupting the industry by providing a better solution that eventually gains market share and overtakes established players through continuous innovation and improvement.44
The Six Paths Framework: A Comprehensive Guide
The six paths framework helps businesses identify blue ocean opportunities by:
- Looking across alternative industries: This involves understanding the fundamental purpose of your product or service and identifying other industries that fulfill the same need in different ways.122
- Looking across strategic groups within industries: This involves examining different strategic groups within your industry that pursue similar strategies and identifying opportunities to bridge the gap between them by offering a unique value proposition.122
- Looking across the chain of buyers: This involves considering all the stakeholders involved in the purchasing decision, from the actual user to the payer, and identifying unmet needs of different groups in the buyer chain.122
- Looking across complementary product and service offerings: This involves thinking about what happens before, during, and after your product or service is used and identifying pain points that can be eliminated through a complementary offering.122
- Rethinking the functional-emotional orientation of the industry: This involves challenging whether your industry competes primarily on functional or emotional appeal and exploring opportunities to shift this focus or combine both aspects.122
- Participating in shaping external trends over time: This involves taking a proactive role in shaping industry trends that are relevant and irreversible, positioning your business to be an industry leader.122
Additional Concepts and Considerations for Innovation
Understanding the Limits of Predictability: Unknowable Unknowns
Unknowable unknowns are a subset of unknown unknowns that are fundamentally impossible to predict due to inherent limitations in knowledge or observation.11 While unknown unknowns can sometimes be identified and managed, unknowable unknowns represent a deeper level of uncertainty that requires organizations to focus on building resilience and adaptability rather than relying on prediction.11
Navigating High-Impact, Hard-to-Predict Events: Black Swan Theory
The Black Swan Theory, popularized by Nassim Nicholas Taleb, describes high-impact, hard-to-predict events that are often rationalized in hindsight.8 Taleb argues for building systems that can withstand such unpredictable events, as they play a disproportionate role in history and innovation.182
Exploring the Edge of Potential Innovation: Adjacent Possible
The Adjacent Possible is the set of states that are one step away from the current state, representing the edge of potential innovation and discovery.8 Innovation often occurs by remixing and recombining existing components, both technological and conceptual, within this adjacent space.175
Preparing for Low-Probability, High-Impact Events: Wild Cards
Wild cards are low-probability, high-impact events that can significantly disrupt existing trends and create new realities.8 Incorporating wild card scenarios into foresight activities can increase an organization’s ability to adapt to surprising and disruptive changes.176
Detecting Early Signs of Future Developments: Weak Signal Analysis
Weak signal analysis is a foresight technique used to detect early signs of potentially significant future developments by systematically examining subtle indicators of change.8 Identifying and interpreting these weak signals can provide an early warning system for emerging trends and potential disruptions, allowing organizations to proactively respond and innovate.177
Conclusion: Charting a Course for Innovation
In conclusion, navigating the complex landscape of innovation requires a holistic approach that integrates foundational concepts, predictive methodologies, strategic frameworks, and a supportive organizational culture. Understanding the nuances of unknown unknowns, leveraging frameworks like Blue Ocean Strategy and Design Thinking, differentiating between radical and disruptive innovation, and applying tools like the Rumsfeld Matrix, the Cynefin Framework, and novel Relational Intelligence tools, practice and strategies are crucial for fostering a mindset conducive to breakthrough results. Furthermore, the ability to predict unmet future needs through surveys, focus groups, data analytics, market research, and technological advancements provides a compass for directing innovation efforts. By cultivating a culture that values technology exploration, business model innovation, strategic approaches like Blue Ocean, Lean/Agile, and Relational Intelligence, and embraces experimentation and risk-taking, organizations can empower their teams to push boundaries and achieve radical innovation. Ultimately, adaptability, resilience, and a commitment to continuous learning are essential for organizations to thrive in the face of uncertainty and drive sustained innovation in an ever-evolving world. Business leaders and innovation managers should prioritize the integration of these concepts and methodologies into their strategic planning and operational practices to unlock their organization’s full innovative potential and secure a competitive edge in the future.
Category |
Definition |
Implications for Innovation |
Known Knowns |
Things we know we know. Facts and processes we understand and control. |
Form the basis of incremental improvements and optimization. |
Known Unknowns |
Things we know we don’t know. Recognized gaps in knowledge, inviting exploration and inquiry. |
Represent areas for targeted research and development, potential risks and opportunities. |
Unknown Knowns |
Things we don’t know we know. Tacit knowledge we possess but don’t consciously recognize. |
Can be surfaced through collaboration and reflection, leading to unexpected insights. |
Unknown Unknowns |
Things we don’t know we don’t know. Unforeseen challenges or opportunities beyond current awareness. |
Require building resilience and adaptability in innovation strategies. |
Tool/Framework |
Purpose |
Application in Blue Ocean Creation |
Strategy Canvas |
Visualizes the competitive landscape. |
Helps identify opportunities to differentiate by depicting the current state of play. |
Four Actions Framework |
Guides the reconstruction of buyer value elements. |
Prompts companies to eliminate, reduce, raise, and create factors to develop a new value curve. |
ERRC Grid |
Complements the Four Actions Framework. |
Provides a matrix to implement the four actions and ensure simultaneous pursuit of differentiation and low cost. |
Six Paths Framework |
Helps companies look across the boundaries of competition. |
Offers six systematic ways to shift the lens on the market universe and uncover new value-cost frontiers. |
Three Tiers of Noncustomers |
Focuses on understanding potential customers outside the market. |
Helps identify latent demand by analyzing “soon-to-be,” “refusing,” and “unexplored” noncustomers. |
Buyer Utility Map |
Helps companies think from a demand-side perspective. |
Outlines all the levers companies can pull to deliver exceptional utility to buyers across the buyer experience cycle. |
Path Number |
Description |
How it Helps Identify Blue Ocean Opportunities |
1 |
Looking across alternative industries |
Focuses on the purpose of your offering and identifies other industries that fulfill the same need in different ways. |
2 |
Looking across strategic groups within industries |
Examines the key differentiators between strategic groups within your industry and identifies potential new market spaces by bridging these gaps. |
3 |
Looking across the chain of buyers |
Encourages redefining the industry buyer group by considering all stakeholders involved in the purchasing decision or influenced by the offering. |
4 |
Looking across complementary product and service offerings |
Prompts consideration of what other products or services customers need before, during, or after using your offering. |
5 |
Rethinking the functional-emotional orientation of the industry |
Challenges whether the industry competes primarily on functionality or emotional appeal and explores opportunities to shift this balance. |
6 |
Participating in shaping external trends over time |
Encourages a proactive approach to influencing emerging trends to your advantage, rather than just reacting to them. |
Feature |
Radical Innovation |
Disruptive Innovation |
Focus |
Creating entirely new products, services, or processes that are a significant departure from the status quo. |
Targeting overlooked market segments with simpler, cheaper, or more convenient solutions. |
Impact |
Transformative impact on industries, often creating new markets or significantly altering existing ones. |
Starts in niche markets and gradually moves upmarket, eventually displacing established competitors. |
Market Entry |
Aims for immediate, industry-wide impact or creates entirely new markets. |
Enters at the bottom of the market or in new market segments. |
Risk Level |
High risk due to novelty and uncertainty. |
Can be initially lower risk by targeting niche markets with existing technology. |
Examples |
Invention of the automobile, the internet, smartphones, CRISPR gene-editing technology. |
Netflix (initially DVD rentals by mail), Uber, budget airlines, digital cameras. |
Methodology |
Description |
Role in Predicting Unmet Future Needs |
Surveys |
Gathering direct feedback from consumers through questionnaires. |
Identify current needs, desired improvements, and future expectations. |
Focus Groups |
Obtaining qualitative insights into customer experiences through moderated group discussions. |
Uncover latent needs and gain a deeper understanding of customer perspectives. |
Data Analytics |
Identifying trends and patterns in vast datasets of consumer behavior. |
Provide quantitative basis for forecasting future needs by analyzing past and present behavior. |
Market Research |
Assessing the viability of new products or services by monitoring market trends and competitor activities. |
Anticipate future needs by understanding current gaps and emerging trends in the industry. |
Technological Advancements (AI, ML, Big Data) |
Utilizing AI and machine learning to analyze complex datasets. |
Forecast future needs with greater accuracy and speed by identifying subtle patterns and correlations. |
Works cited
- en.wikipedia.org, accessed March 31, 2025, https://en.wikipedia.org/wiki/There_are_unknown_unknowns#:~:text=Unknown%20unknowns%20(unexpected%20or%20unforeseeable,on%20past%20experience%20or%20investigation.
- There are unknown unknowns – Wikipedia, accessed March 31, 2025, https://en.wikipedia.org/wiki/There_are_unknown_unknowns
- en.wiktionary.org, accessed March 31, 2025, https://en.wiktionary.org/wiki/unknown_unknown#:~:text=An%20uncertainty%20of%20unknown%20magnitude,that%20we%20don’t%20know.
- unknown unknown – Wiktionary, the free dictionary, accessed March 31, 2025, https://en.wiktionary.org/wiki/unknown_unknown
- Unknown-Unknowns | www.dau.edu, accessed March 31, 2025, https://www.dau.edu/glossary/unknown-unknowns
- The Knowns and Unknowns Framework for Design Thinking …, accessed March 31, 2025, https://marvelapp.com/blog/known-unknowns-framework-design-thinking/
- There are Knowns and Unknowns in Innovation: Let’s Manage Them Differently, accessed March 31, 2025, https://paul4innovating.com/2018/03/12/there-are-knowns-and-unknowns-in-innovation-lets-manage-them-differently/
- Looking to be innovative? Embrace the unknowns | by rachel audige – Medium, accessed March 31, 2025, https://rachelaudige.medium.com/looking-to-be-innovative-embrace-the-unknowns-55b4cf558895
- How (Un)Knowns Can Lead to Innovation – Uncharted Learning, accessed March 31, 2025, https://www.unchartedlearning.org/blog/how-unknowns-can-lead-to-innovation
- Unknown Knowns & Unknown Unknowns – Moogsoft, accessed March 31, 2025, https://www.moogsoft.com/unknown-knowns/
- Characterizing unknown unknowns – Project Management Institute, accessed March 31, 2025, https://www.pmi.org/learning/library/characterizing-unknown-unknowns-6077
- Unknowable-unknowns Vs. Unknown … – MANAGEMENT YOGI, accessed March 31, 2025, https://www.managementyogi.com/2022/11/unknownable-unknowns-vs-unknown-unknowns-risk-management-emergent-risks-novel-risks.html
- Unknowability – Wikipedia, accessed March 31, 2025, https://en.wikipedia.org/wiki/Unknowability
- Effectively Applying the Rumsfeld Matrix – Dotwork, accessed March 31, 2025, https://www.dotwork.com/post/effectively-applying-the-rumsfeld-matrix
- www.blueoceanstrategy.com, accessed March 31, 2025, https://www.blueoceanstrategy.com/what-is-blue-ocean-strategy/#:~:text=BLUE%20OCEAN%20STRATEGY%20is%20the,thereby%20making%20the%20competition%20irrelevant.
- What is the Blue Ocean Strategy? – Mooncamp, accessed March 31, 2025, https://mooncamp.com/glossary/blue-ocean-strategy
- Learn the Fundamentals of Blue Ocean Strategy, accessed March 31, 2025, https://blueoceancompetition.org/about/blue-ocean-strategy/
- What is Blue Ocean Strategy, accessed March 31, 2025, https://www.blueoceanstrategy.com/what-is-blue-ocean-strategy/
- What Is Blue Ocean Strategy? Examples & Application – Quantive, accessed March 31, 2025, https://quantive.com/resources/articles/blue-ocean-strategy
- Blue Ocean Strategy: Examples & How to Apply It – ClearPoint Strategy, accessed March 31, 2025, https://www.clearpointstrategy.com/blog/blue-ocean-strategy
- Unveiling the Secrets of Blue Ocean Strategy for Business Growth – LeanScape, accessed March 31, 2025, https://leanscape.io/unveiling-the-secrets-of-blue-ocean-strategy-for-business-growth/
- The Blue Ocean Strategy: How to Create Innovative Markets …, accessed March 31, 2025, https://www.optimum7.com/blog/blue-ocean-strategy-creating-uncontested-markets.html
- Blue Ocean Strategy for New Product Development – Beyond the …, accessed March 31, 2025, https://beyondthebacklog.com/2024/11/09/blue-ocean-strategy/
- Why Blue Ocean Strategy® is Essential for Businesses to Grow in 2024? – Simon Associates, accessed March 31, 2025, https://www.simonassociates.net/why-blue-ocean-strategy-is-essential-for-businesses-to-grow-in-2024/
- www.interaction-design.org, accessed March 31, 2025, https://www.interaction-design.org/literature/topics/design-thinking#:~:text=00%3A00%3A33-,Design%20thinking%20is%20a%20non%2Dlinear%2C%20iterative%20process%20that%20teams,are%20ill%20defined%20or%20unknown.
- What is Design Thinking? — updated 2025 | IxDF, accessed March 31, 2025, https://www.interaction-design.org/literature/topics/design-thinking
- What is design thinking? | McKinsey, accessed March 31, 2025, https://www.mckinsey.com/featured-insights/mckinsey-explainers/what-is-design-thinking
- What Exactly Is Design Thinking? [Updated Guide for 2025], accessed March 31, 2025, https://careerfoundry.com/en/blog/ux-design/what-is-design-thinking-everything-you-need-to-know-to-get-started/
- Design Thinking Framework, Innovation & Methodology – IDEO U, accessed March 31, 2025, https://www.ideou.com/pages/design-thinking
- What is Design Thinking & Why Is It Beneficial? – IDEO U, accessed March 31, 2025, https://www.ideou.com/blogs/inspiration/what-is-design-thinking
- How Design Thinking Helps in Innovation: A Beginner’s Guide | Cypris, accessed March 31, 2025, https://www.cypris.ai/insights/how-design-thinking-helps-in-innovation-a-beginners-guide
- What Is Design Thinking & Why Is It Important? | HBS Online, accessed March 31, 2025, https://online.hbs.edu/blog/post/what-is-design-thinking
- Importance of Design Thinking for innovation in 2024 and Beyond, accessed March 31, 2025, https://talentsprint.com/blog/why-design-thinking-is-essential
- Design thinking – Wikipedia, accessed March 31, 2025, https://en.wikipedia.org/wiki/Design_thinking
- What is design thinking and why should I care? | Stanford Online, accessed March 31, 2025, https://online.stanford.edu/what-design-thinking-and-why-should-i-care
- www.techtarget.com, accessed March 31, 2025, https://www.techtarget.com/searchcio/definition/radical-innovation#:~:text=Radical%20innovation%20is%20an%20invention,replace%20them%20with%20something%20new.
- What is Radical Innovation? – Benefits & Top Examples – innosabi, accessed March 31, 2025, https://innosabi.com/blog/what-is-radical-innovation/
- Radical Innovation: Definition, Explanation, and Use Cases | Vation …, accessed March 31, 2025, https://www.vationventures.com/glossary/radical-innovation-definition-explanation-and-use-cases
- What is Radical Innovation? – Really Good Innovation, accessed March 31, 2025, https://www.reallygoodinnovation.com/glossaries/radical-innovation
- What is Radical Innovation? Definition, Examples, Process and Best …, accessed March 31, 2025, https://ideascale.com/blog/radical-innovation/
- www.christenseninstitute.org, accessed March 31, 2025, https://www.christenseninstitute.org/theory/disruptive-innovation/#:~:text=Definition,upmarket%2C%20eventually%20displacing%20established%20competitors.
- Disruptive Innovation: Definition, Explanation, and Use Cases …, accessed March 31, 2025, https://www.vationventures.com/glossary/disruptive-innovation-definition-explanation-and-use-cases
- Disruptive Innovation Theory – Christensen Institute, accessed March 31, 2025, https://www.christenseninstitute.org/theory/disruptive-innovation/
- Disruptive innovation – Wikipedia, accessed March 31, 2025, https://en.wikipedia.org/wiki/Disruptive_innovation
- Disruptive Innovation: Meaning and Examples – Investopedia, accessed March 31, 2025, https://www.investopedia.com/terms/d/disruptive-innovation.asp
- Disruptive Innovation vs Radical Innovation: What’s the Difference?, accessed March 31, 2025, https://killerinnovations.com/disruptive-innovation-vs-radical-innovation-whats-the-difference/
- Disruptive vs. Radical Innovation – What’s The Difference? – rready, accessed March 31, 2025, https://www.rready.com/blog/disruptive-vs-radical-innovation-rd
- Do you know the difference between radical and disruptive …, accessed March 31, 2025, https://vinco.no/vinco-insight/do-you-know-the-difference-between-radical-and-disruptive-innovation/
- Understanding Disruptive vs. Radical Innovation – Prove, accessed March 31, 2025, https://www.prove.com/blog/daily-review-understanding-disruptive-vs-radical-innovation
- Types of Innovation – The Ultimate Guide with Definitions and …, accessed March 31, 2025, https://www.viima.com/blog/types-of-innovation
- patrickkarsh.medium.com, accessed March 31, 2025, https://patrickkarsh.medium.com/the-rumsfeld-matrix-in-software-development-c8c2f32655a4#:~:text=And%20the%20project%20manager%20said,unknowns%20in%20decision%2Dmaking%20processes.
- Rumsfeld Matrix – The Uncertainty Project, accessed March 31, 2025, https://www.theuncertaintyproject.org/tools/rumsfeld-matrix
- Demystifying the Rumsfeld Matrix: Navigating the Knowns and …, accessed March 31, 2025, https://insightsflow.medium.com/demystifying-the-rumsfeld-matrix-navigating-the-knowns-and-unknowns-cddc47b3aafb
- The Rumsfeld Matrix as an effective tool in the decision-making process – Datalabs, accessed March 31, 2025, https://datalabsua.com/en/the-rumsfeld-matrix-as-an-effective-tool-in-the-decision-making-process/
- Deconstructing Rumsfeld: Knowledge and Ignorance in the Age of Innovation – L Marks, accessed March 31, 2025, https://lmarks.com/blog/deconstructing-rumsfeld-knowledge-and-ignorance-in-the-age-of-innovation/
- How to Explore the Known Unknowns – The Mind Collection Model, accessed March 31, 2025, https://themindcollection.com/known-unknowns-the-mind-collection-model/
- www.theuncertaintyproject.org, accessed March 31, 2025, https://www.theuncertaintyproject.org/tools/rumsfeld-matrix#:~:text=Enhancing%20Decision%20Making%3A%20Using%20the,and%20manage%20risks%20more%20effectively.
- Understand Decision Making with the Rumsfeld Matrix – A Beginner’s Guide – Doodlingo, accessed March 31, 2025, https://www.doodlingo.com/insights/rumsfeld-matrix
- How ‘NO, NO’ Matrix can help professionals succeed in work | World Economic Forum, accessed March 31, 2025, https://www.weforum.org/stories/2024/04/how-the-no-matrix-can-help-professionals-overcome-failure/
- Navigating CX Uncertainties with the Rumsfeld Matrix Framework – CMS Wire, accessed March 31, 2025, https://www.cmswire.com/customer-experience/applying-the-rumsfeld-matrix-to-master-customer-experience/
- Navigating Uncertainty and Value Creation: Integrating the … – Medium, accessed March 31, 2025, https://medium.com/@andrsluther/navigating-uncertainty-and-value-creation-integrating-the-rumsfeld-matrix-with-the-alpha-beta-acc66aa9f8aa
- accessed December 31, 1969, https://patrickkarsh.medium.com/the-rumsfeld-matrix-in-software-development-c8c2f32655a4
- Risk Management in Innovation – Leader Navigation, accessed March 31, 2025, https://www.leadernavigation.com/risk-management-in-innovation/
- Risk Management Innovation: Shifting To A Predict & Prevent …, accessed March 31, 2025, https://web.theinstitutes.org/blog/innovative-risk-management-shifting-predict-prevent-approach
- Innovation risk management | Deloitte Insights, accessed March 31, 2025, https://www2.deloitte.com/us/en/insights/industry/public-sector/public-sector-innovation-risk-management.html
- Innovative Risk Management – Praxis Framework, accessed March 31, 2025, https://www.praxisframework.org/en/resource-pages/hillson-17-innovative-risk-management
- How Risk Management Links to Business Innovation – Pirani, accessed March 31, 2025, https://www.piranirisk.com/blog/the-correlation-between-risk-management-business-innovation
- Managing risk in a first-of-a-kind project – ITER, accessed March 31, 2025, https://www.iter.org/node/20687/managing-risk-first-kind-project
- Known Unknowns, Unknown Unknowns, Reserve Analysis – Certifyera, accessed March 31, 2025, https://certifyera.com/blog/known-unknowns-unknown-unknowns-reserve-analysis-in-project-risk-management
- Managing Risk – Both known and unknown – 360Factors, accessed March 31, 2025, https://www.360factors.com/blog/managing-risk-both-known-and-unknown/
- en.wikipedia.org, accessed March 31, 2025, https://en.wikipedia.org/wiki/Cynefin_framework#:~:text=The%20Cynefin%20framework%20(%2Fk%C9%99,Welsh%20word%20for%20’habitat’.
- Cynefin Framework – Consortium for Service Innovation, accessed March 31, 2025, https://library.serviceinnovation.org/Intelligent_Swarming/Practices_Guide/80_Intelligent_Swarming_and_Other_Models/20_Cynefin
- Making sense of Problems with The Cynefin Framework, accessed March 31, 2025, https://txm.com/making-sense-problems-cynefin-framework/
- Cynefin framework – Wikipedia, accessed March 31, 2025, https://en.wikipedia.org/wiki/Cynefin_framework
- Cynefin Framework – ModelThinkers, accessed March 31, 2025, https://modelthinkers.com/mental-model/cynefin-framework
- whatfix.com, accessed March 31, 2025, https://whatfix.com/blog/cynefin-framework/#:~:text=The%20Cynefin%20framework%20is%20a%20tool%20for%20helping%20decision%2Dmakers,problems%20in%20the%20Complex%20domain.
- Enhancing Decision Making with the Cynefin Framework and …, accessed March 31, 2025, https://thecynefin.co/effective-decision-making-support-tool/
- Innovation Tools and Methods – The Cynefin Framework – First Loop, accessed March 31, 2025, https://www.thefirstloop.com/post/innovation-tools-and-methods-the-cynefin-framework
- Leveraging the Cynefin Framework for Better Decision-Making | by …, accessed March 31, 2025, https://mark-bridges.medium.com/leveraging-the-cynefin-framework-for-better-decision-making-3fc68298365b
- About – Cynefin Framework – The Cynefin Co, accessed March 31, 2025, https://thecynefin.co/about-us/about-cynefin-framework/
- The Cynefin Framework: Defining Its 5 Domains – Whatfix, accessed March 31, 2025, https://whatfix.com/blog/cynefin-framework/
- www.mindtools.com, accessed March 31, 2025, https://www.mindtools.com/au7v71d/the-johari-window#:~:text=Johari%20Window%20Definition,to%20build%20better%20workplace%20relationships%20.
- Johari Window – The Decision Lab, accessed March 31, 2025, https://thedecisionlab.com/reference-guide/psychology/johari-window
- How to Use The Johari Window Exercise for Leadership, accessed March 31, 2025, https://positivepsychology.com/johari-window/
- Definition of Johari Window – Gartner Human Resources Glossary, accessed March 31, 2025, https://www.gartner.com/en/human-resources/glossary/johari-window
- Johari Window: HR Terms Explained | Pelago, accessed March 31, 2025, https://www.pelagohealth.com/resources/hr-glossary/johari-window/
- miro.com, accessed March 31, 2025, https://miro.com/templates/johari-window/#:~:text=You%20can%20use%20the%20Johari,miscommunication%20and%20elevate%20self%2Dawareness.
- Johari Window Training Guide – Innovation Training | Design …, accessed March 31, 2025, https://www.innovationtraining.org/johari-window-training-guide/
- Build Team Dynamic Through Johari Window Model – Vision Building, accessed March 31, 2025, https://vision.build/johari-window-model/
- Unlocking Self and Team Potential: A Guide to the Johari Window, accessed March 31, 2025, https://www.aretecoach.io/post/unlocking-self-and-team-potential-a-guide-to-the-johari-window
- The Johari Window Exercise – Increase self-awareness and team …, accessed March 31, 2025, https://www.fearlessculture.design/blog-posts/the-johari-window
- The Johari Window – Leadership Garden, accessed March 31, 2025, https://leadership.garden/the-johari-window/
- Johari Window Model & Example for Teams | Miro, accessed March 31, 2025, https://miro.com/templates/johari-window/
- Psychometric Properties of LUN-MS: A New Questionnaire to …, accessed March 31, 2025, https://journals.sagepub.com/doi/10.1177/27536351231197142?icid=int.sj-abstract.citing-articles.1061
- The Unmet AI Needs Survey | DataRobot, accessed March 31, 2025, https://www.datarobot.com/resources/the-unmet-ai-needs-survey/
- An online survey of informal caregivers’ unmet needs and …, accessed March 31, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC7728235/
- Predicting Unmet Healthcare Needs in Post-Disaster: A Machine …, accessed March 31, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC10572666/
- Building predictive models to better understand older people’s …, accessed March 31, 2025, https://wkc.who.int/resources/news/item/12-05-2023-building-predictive-models-to-better-understand-older-people-s-unmet-health-needs-around-the-world
- What is Unmet Customer Needs? – Really Good Innovation, accessed March 31, 2025, https://www.reallygoodinnovation.com/glossaries/unmet-customer-needs
- Thinking Like an Innovator: How to Identify Unmet Clinical Needs -, accessed March 31, 2025, https://www.micelabs.in/thinking-like-an-innovator-how-to-identify-unmet-clinical-needs/
- Full article: Clarifying the unmet clinical need during medical device …, accessed March 31, 2025, https://www.tandfonline.com/doi/full/10.1080/07399332.2023.2190983
- What are unmet customer needs in a digital age? – UX24/7, accessed March 31, 2025, https://ux247.com/unmet-customer-needs/
- Identify The Customer Needs – Uncovering Unmet Customer Needs, accessed March 31, 2025, https://strategyn.com/secrets-to-uncovering-unmet-customer-needs/
- Predictive Modeling for Social Needs in Emergency Department …, accessed March 31, 2025, https://digital.ahrq.gov/ahrq-funded-projects/predictive-modeling-social-needs-emergency-department-settings
- Understanding the impact of unmet social needs on consumer …, accessed March 31, 2025, https://www.mckinsey.com/industries/healthcare/our-insights/understanding-the-impact-of-unmet-social-needs-on-consumer-health-and-healthcare
- Predicting unmet activities of daily living needs among the oldest old with disabilities in China: a machine learning approach – Frontiers, accessed March 31, 2025, https://www.frontiersin.org/journals/public-health/articles/10.3389/fpubh.2023.1257818/epub
- The Role of Market Research in Predicting Trends – Comparables.ai, accessed March 31, 2025, https://www.comparables.ai/articles/role-of-market-research-in-predicting-trends
- Top Five Research Tools to Identify Customers Unmet Needs – Indeemo, accessed March 31, 2025, https://indeemo.com/blog/unmet-needs-research-tools
- Quanitify Unmet Needs of Customers | Strategyn, accessed March 31, 2025, https://strategyn.com/quantify-your-customers-unmet-needs/
- Full article: Unmet Needs and Barriers in Providing Hospital Care for Older Adults: A Qualitative Study Using the Age-Friendly Health System Framework – Taylor & Francis Online, accessed March 31, 2025, https://www.tandfonline.com/doi/full/10.2147/CIA.S409348
- Predictive Modeling to Improve Screening and Referral for Unmet Need, accessed March 31, 2025, https://digital.ahrq.gov/program-overview/research-stories/predictive-modeling-improve-screening-and-referral-unmet-need
- (PDF) Healthcare Data Analytics and Predictive Modelling …, accessed March 31, 2025, https://www.researchgate.net/publication/384148771_Healthcare_Data_Analytics_and_Predictive_Modelling_Enhancing_Outcomes_in_Resource_Allocation_Disease_Prevalence_and_High-Risk_Populations
- (PDF) Predicting Unmet Healthcare Needs in Post-Disaster: A Machine Learning Approach, accessed March 31, 2025, https://www.researchgate.net/publication/374159547_Predicting_Unmet_Healthcare_Needs_in_Post-Disaster_A_Machine_Learning_Approach
- Using Continuous Intelligence to Identify Unmet Needs – Quid, accessed March 31, 2025, https://www.quid.com/knowledge-hub/resource-library/blog/using-continuous-intelligence-to-identify-unmet-needs
- Artificial Intelligence in Pharmaceutical Technology and Drug …, accessed March 31, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC10385763/
- The Future of Data Science: Emerging Technologies and Trends, accessed March 31, 2025, https://www.ucumberlands.edu/blog/the-future-of-data-science-emerging-technologies-and-trends
- Unveiling the Influence of AI Predictive Analytics on Patient …, accessed March 31, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC11161909/
- Artificial Intelligence (AI) in Healthcare & Medical Field, accessed March 31, 2025, https://www.foreseemed.com/artificial-intelligence-in-healthcare
- ‘We’ve seen an explosion in computing power’: Using AI, machine …, accessed March 31, 2025, https://www.gsk.com/en-gb/behind-the-science-magazine/ai-ml-data-computing-power/
- What is Radical Innovation? Stages & Strategies for Success, accessed March 31, 2025, https://www.qmarkets.net/resources/article/radical-innovation/
- The 4 Types of Business Model Innovation – Johnny Grow, accessed March 31, 2025, https://johnnygrow.com/business-growth/innovation/the-4-types-of-business-model-innovation/
- Six Paths Framework | Reconstruct Industry Boundaries | Blue …, accessed March 31, 2025, https://www.blueoceanstrategy.com/tools/six-paths-framework/
- Three Ways to Identify Blind Spots | by Lisa DeAngelis | Mar, 2025 – Medium, accessed March 31, 2025, https://dragonflycoachingllc.medium.com/three-ways-to-identify-blind-spots-a2491976b043
- Integrating Lean Six Sigma and Blue Ocean Strategy: A Pathway to …, accessed March 31, 2025, https://rsisinternational.org/journals/ijriss/articles/integrating-lean-six-sigma-and-blue-ocean-strategy-a-pathway-to-innovation-and-efficiency/
- What are User Interviews? — updated 2025 | IxDF, accessed March 31, 2025, https://www.interaction-design.org/literature/topics/user-interviews
- How to Identify Your Blind Spots—5 Ways — See Beyond, accessed March 31, 2025, https://www.seebeyond.cc/blog/2021/2/24/how-to-identify-your-blind-spots5-ways
- Blind Spots: How to Shrink Yours to Lead Better – Thoughtful Leader, accessed March 31, 2025, https://www.thoughtfulleader.com/blind-spots-leadership/
- Taking An Interdisciplinary Approach to Innovation – All Things …, accessed March 31, 2025, https://allthingsinnovation.com/content/taking-an-interdisciplinary-approach-to-innovation/
- (PDF) Developing an organisation culture to facilitate radical innovation – ResearchGate, accessed March 31, 2025, https://www.researchgate.net/publication/247832719_Developing_an_organisation_culture_to_facilitate_radical_innovation
- Creating a culture for radical innovation in a small mature business …, accessed March 31, 2025, https://journals.sagepub.com/doi/10.1177/0954405416656907
- For radical innovation, corporate culture matters more than location, accessed March 31, 2025, https://sloanreview.mit.edu/article/for-radical-innovation-corporate-culture-matters-more-than-location/
- Culture for Radical Innovation: What can business learn from …, accessed March 31, 2025, https://oa.journals.publicknowledgeproject.org/index.php/oa/article/view/22
- How to Develop a Culture of Radical Innovation – Training Industry, accessed March 31, 2025, https://trainingindustry.com/blog/strategy-alignment-and-planning/how-to-develop-a-culture-of-radical-innovation/
- Building a Culture of Innovation: Strategies for Fostering Creativity and Experimentation in Your Organization – The Official Happily.ai Blog, accessed March 31, 2025, https://blog.happily.ai/building-a-culture-of-innovation-strategies-for-fostering-creativity-and-experimentation-in-your-organization/
- Effective Brainstorming in Diverse Teams: Overcoming Barriers and …, accessed March 31, 2025, https://stormboard.com/blog/effective-brainstorming-in-diverse-teams
- How to Draw a Strategy Canvas (+ Template), accessed March 31, 2025, https://www.blueoceanstrategy.com/blog/strategy-canvas-template/
- Strategy Canvas | Blue Ocean Strategy Tools and Frameworks, accessed March 31, 2025, https://www.blueoceanstrategy.com/tools/strategy-canvas/
- Strategy Canvas: Visualize Your Market and Stand Out From the Competition – Lucidchart, accessed March 31, 2025, https://www.lucidchart.com/blog/strategy-canvas
- Differentiate your business – the Strategy Canvas (example + template) – StratNavApp, accessed March 31, 2025, https://www.stratnavapp.com/Articles/strategy-canvas
- Four Actions Framework Template | Blue Ocean Strategy – Miro, accessed March 31, 2025, https://miro.com/templates/four-actions-framework/
- Creating Blue Oceans: A Deep Dive into the 4 Actions Framework | by Mark Bridges, accessed March 31, 2025, https://mark-bridges.medium.com/creating-blue-oceans-a-deep-dive-into-the-4-actions-framework-3591a6a0cde9
- Four Actions Framework and ERRC Grid (Examples + Template) – Blue Ocean Strategy, accessed March 31, 2025, https://www.blueoceanstrategy.com/blog/errc-grid-template-examples/
- The Four Actions Framework – For Strategic Project Managers, accessed March 31, 2025, https://bethestrategicpm.com/the-four-actions-framework-for-strategic-project-managers/
- Blue Ocean Strategy: Create and Conquer Uncontested Market Space, accessed March 31, 2025, https://www.spiderstrategies.com/blog/blue-ocean/
- The Six Paths Framework in Formulating Blue Ocean Strategy, accessed March 31, 2025, https://www.collaborat.com/the-six-paths-framework-in-formulating-blue-ocean-strategy/
- Six Paths Framework – BOS-Dictionary, accessed March 31, 2025, http://www.stratxsimulations.com/latest_materials_boss_web/enu/001-BOS-Dictionary/DocToHelpOutput/NetHelp/WordDocuments/sixpathsframework.htm
- Three Tiers of Noncustomers | Convert Noncustomers into …, accessed March 31, 2025, https://www.blueoceanstrategy.com/tools/three-tiers-of-noncustomers/
- BLUE OCEAN – cloudfront.net, accessed March 31, 2025, https://d2fahduf2624mg.cloudfront.net/pre_purchase_docs/BK_MACM_001172/2020-06-24-02-44-31/bk_macm_001172.pdf
- How to Target Non-Customers with Blue Ocean Strategy and Design Thinking, accessed March 31, 2025, https://brandongordon75.medium.com/targeting-non-customers-with-blue-ocean-strategy-and-design-thinking-14648cb05a68
- Blue Ocean Strategy: The Complete Guide – ThePowerMBA, accessed March 31, 2025, https://www.thepowermba.com/en/blog/blue-ocean-strategy
- The Buyer Utility Map: Unlocking Customer Value in Product Management, accessed March 31, 2025, https://beyondthebacklog.com/2024/08/16/buyer-utility-map/
- Buyer Utility Map | Buyer Experience Cycle | Blue Ocean Strategy …, accessed March 31, 2025, https://www.blueoceanstrategy.com/tools/buyer-utility-map/
- Buyer Utility Map: Everything You Need to Know (+Examples), accessed March 31, 2025, https://ariel-lim.com/blog/buyer-utility-map/
- Mastering Key Blue Ocean Strategy Tools – Aktia Solutions, accessed March 31, 2025, https://aktiasolutions.com/mastering-key-blue-ocean-strategy-tools/
- The knowns and unknowns framework for design thinking | by AJ Justo – UX Collective, accessed March 31, 2025, https://uxdesign.cc/the-knowns-and-unknowns-framework-for-design-thinking-6537787de2c5
- UX Research Methods for Discovery – User Interviews, accessed March 31, 2025, https://www.userinterviews.com/ux-research-field-guide-module/discovery-methods
- How to conduct ‘User Interviews’ for Design Thinking? – FocusU Academy, accessed March 31, 2025, https://fua.focusu.com/blog/how-to-conduct-user-interviews-for-design-thinking
- Grounded Theory in UX Research: A Personal Journey into Continuous Discovery – Medium, accessed March 31, 2025, https://medium.com/design-bootcamp/grounded-theory-in-ux-research-a-personal-journey-into-continuous-discovery-ba844595a299
- What is Disruptive Innovation? Definition, Characteristics, Examples …, accessed March 31, 2025, https://ideascale.com/blog/what-is-disruptive-innovation/
- Finding Inspiration in Unusual Places | by Claire Chambers | Gain …, accessed March 31, 2025, https://medium.com/gain-indpiration/finding-inspiration-in-unusual-places-3d97278a4fa1
- Disruptive Innovation: A Game-Changing Product Strategy for …, accessed March 31, 2025, https://medium.com/design-bootcamp/disruptive-innovation-a-game-changing-product-strategy-for-modern-businesses-a6766dbfc9d1
- Disruptive Innovation: Change And Innovation Explained – The Disruptor Method, accessed March 31, 2025, https://www.thedisruptormethod.com/blog/disruptive-innovation-change-and-innovation-explained
- Niche Markets: How to Develop Products that Resonate – Azura, accessed March 31, 2025, https://azuramagazine.com/articles/niche-markets-how-to-develop-products-that-resonate
- Product Innovation: Strategy and Frameworks, accessed March 31, 2025, https://productschool.com/blog/product-fundamentals/product-innovation
- What Is Disruptive Innovation? 10 Examples for You! – IMD Business School, accessed March 31, 2025, https://www.imd.org/blog/innovation/what-is-disruptive-innovation/
- Learn How to Use the Best Ideation Methods: Brainstorming …, accessed March 31, 2025, https://www.interaction-design.org/literature/article/learn-how-to-use-the-best-ideation-methods-brainstorming-braindumping-brainwriting-and-brainwalking
- Disruptive Innovation ⇒ Definition & Examples | 4strat, accessed March 31, 2025, https://www.4strat.com/future/disruptive-innovation/
- 7 Strategies to Leverage Disruptive Innovation in Your Business, accessed March 31, 2025, https://eugenspivak.com/disruptive-innovation/
- Disruptive Innovation: Definition, Examples, and Best Practices – Qmarkets, accessed March 31, 2025, https://www.qmarkets.net/resources/article/disruptive-innovation-definition/
- The Six Paths Framework: Navigating Product Strategy in the Modern Tech Landscape, accessed March 31, 2025, https://beyondthebacklog.com/2024/08/19/six-paths-framework/
- Part 3: Six Paths to Discovering a Blue Ocean Idea (Book Summaries), accessed March 31, 2025, https://capitalandgrowth.org/answers/Article/2980709/Part-3-Six-Paths-to-Discovering-a-Blue-Ocean-Idea
- Principles of Blue Ocean Strategy – BOS-Dictionary, accessed March 31, 2025, http://www.stratxsimulations.com/latest_materials_boss_web/enu/001-BOS-Dictionary/DocToHelpOutput/NetHelp/WordDocuments/principlesofblueoceanstrategy.htm
- The six paths framework | Download Scientific Diagram – ResearchGate, accessed March 31, 2025, https://www.researchgate.net/figure/The-six-paths-framework_fig4_235260068
- Black Swan Theory : History, Example, Benefits & Effects …, accessed March 31, 2025, https://www.geeksforgeeks.org/black-swan-theory/
- Remixing your way to innovation: The Adjacent Possible | by Ameet …, accessed March 31, 2025, https://medium.com/pm-insights/remixing-your-way-to-innovation-the-adjacent-possible-a7c824bcb0be
- Wild card (foresight) – Wikipedia, accessed March 31, 2025, https://en.wikipedia.org/wiki/Wild_card_(foresight)
- What is Weak Signals? – Really Good Innovation, accessed March 31, 2025, https://www.reallygoodinnovation.com/glossaries/weak-signals
- Trying to Innovate? Beware of the Know-All Effect! | by rachel audige – Medium, accessed March 31, 2025, https://rachelaudige.medium.com/trying-to-innovate-beware-of-the-know-all-effect-e67f9a011b25
- Black Swan Events in AI: Understanding the Unpredictable – Lumenova AI, accessed March 31, 2025, https://www.lumenova.ai/blog/black-swan-events-ai-understanding-unpredictable/
- The Black Swan Theory explained – Why you should beware of the “black swan”!, accessed March 31, 2025, https://morethandigital.info/en/beware-of-the-black-swan-prepare-for-the-impossible/
- 75 Innovation Lessons from Nassim Taleb’s ‘The Black Swan’ | Collective Campus, accessed March 31, 2025, https://www.collectivecampus.io/blog/75-innovation-lessons-from-nassim-talebs-the-black-swan
- Black swan theory – Wikipedia, accessed March 31, 2025, https://en.wikipedia.org/wiki/Black_swan_theory
- www.lumenova.ai, accessed March 31, 2025, https://www.lumenova.ai/blog/black-swan-events-ai-understanding-unpredictable/#:~:text=deploying%20incomplete%20technologies.-,Black%20Swan%20Events%20as%20Catalysts%20for%20Innovation,paradigms%2C%20and%20develop%20novel%20solutions.
- The Phenomenon of Black Swan Technology | by Shantanukumarsahoo Sbi – Medium, accessed March 31, 2025, https://medium.com/@shantanukumarsahoo.sbi/the-phenomenon-of-black-swan-technology-4396f3649048
- Black Swan Innovation, accessed March 31, 2025, https://killerinnovations.com/black-swan-innovation/
- Keys to Success in Managing a Black Swan Event – Aon, accessed March 31, 2025, https://www.aon.com/getmedia/bd217775-ef15-4d24-9126-50ed33d99b5c/Keys-To-Success-In-Managing-A-Black-Swan-Event.aspx
- Navigating the Unpredictable: Preparing for Black Swan Events | GDIT, accessed March 31, 2025, https://www.gdit.com/perspectives/latest/navigating-the-unpredictable-preparing-for-black-swan-events/
- The Black Swan Theory – Forecasting Projects in the 21st Century | Blogs La Salle, accessed March 31, 2025, https://blogs.salleurl.edu/en/black-swan-theory-forecasting-projects-21st-century
- Strategic Thinking for PR: How to Prepare for Black Swan Events – Spin Sucks, accessed March 31, 2025, https://spinsucks.com/communication/strategic-thinking-pr/
- The Black Swan Model | Think Insights, accessed March 31, 2025, https://thinkinsights.net/strategy/black-swan-model
- The theory of the Adjacent Possible – Fuckup Nights, accessed March 31, 2025, https://en.fuckupnights.com/read/el-adyacente-posible
- What is the Adjacent Possible? – Medium, accessed March 31, 2025, https://medium.com/@SeloSlav/what-is-the-adjacent-possible-17680e4d1198
- Exploring the adjacent possible – The origin of good ideas – understanding innovation, accessed March 31, 2025, https://understandinginnovation.blog/2019/01/03/exploring-the-adjacent-possible-the-origin-of-good-ideas/
- The “Adjacent Possible” and Cardiac Innovation – PMC, accessed March 31, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC11198408/
- What Backcasting and the Adjacent Possible Can Tell You About an Innovation (Like ChatGPT) – Category Design Advisors, accessed March 31, 2025, https://www.categorydesignadvisors.com/what-backcasting-and-the-adjacent-possible-can-tell-you-about-an-innovation-like-chatgpt/
- Exploring The Adjacent Possible – The Marketer’s Playbook, accessed March 31, 2025, https://www.marketersplaybook.co/p/exploring-adjacent-possible
- (PDF) Adjacent Possible – ResearchGate, accessed March 31, 2025, https://www.researchgate.net/publication/367416541_Adjacent_Possible
- Long-run patterns in the discovery of the adjacent possible – arXiv, accessed March 31, 2025, https://arxiv.org/html/2208.00907v2
- The “Adjacent Possible” – and How It Explains Human Innovation | Stuart Kauffman | TED, accessed March 31, 2025, https://www.youtube.com/watch?v=nEtATZePGmg
- Adjacent Possible – Coldspring, accessed March 31, 2025, https://coldspringusa.com/case_study/adjacent-possible/
- iKnow WI-WE Bank : What is a Wild Card?, accessed March 31, 2025, http://wiwe.iknowfutures.org/what-is-a-wild-card/
- Working with wildcards and black swans – how to plan for uncertain futures – PA Consulting, accessed March 31, 2025, https://www.paconsulting.com/insights/working-with-wildcards-and-black-swans-how-to-plan-for-uncertain-futures
- What is Wild Cards | IGI Global Scientific Publishing, accessed March 31, 2025, https://www.igi-global.com/dictionary/strategic-foresight-tools-for-planning-and-policy/91809
- (PDF) Wild Cards Applications in Futures Studies – ResearchGate, accessed March 31, 2025, https://www.researchgate.net/publication/283411720_Wild_Cards_Applications_in_Futures_Studies
- Wildcards – Signals from a Future Near You, accessed March 31, 2025, https://jfsdigital.org/wp-content/uploads/2014/01/111-A05.pdf
- Wildcards – Signals from a Future Near You – ResearchGate, accessed March 31, 2025, https://www.researchgate.net/publication/237611321_Wildcards_-_Signals_from_a_Future_Near_You
- blogs.perficient.com, accessed March 31, 2025, https://blogs.perficient.com/2023/08/28/the-innovation-wildcard/#:~:text=An%20innovation%20wildcard%20is%20a,organization%20or%20pulled%20from%20outside.
- Wild Cards on the App Store, accessed March 31, 2025, https://apps.apple.com/us/app/wild-cards/id1600441419
- Wildcards – PRECISIONeffect, accessed March 31, 2025, https://precisioneffect.com/wildcards/
- Weak Signals Analyse ⇒ Risiken & Trends erkennen | 4strat, accessed March 31, 2025, https://www.4strat.com/future/weak-signal-analysis/
- How to Identify Weak Signals in Real-Time (to Not Miss Opportunities) – ITONICS, accessed March 31, 2025, https://www.itonics-innovation.com/blog/identifying-weak-signals-in-real-time
- WEAK SIGNALS — EARLY WARNINGS OF WHAT IS COMING – IF Insight Foresight, accessed March 31, 2025, https://www.ifforesight.com/post/weak-signals-early-warnings-of-what-is-coming
- (PDF) The strategic strength of weak signal analysis – ResearchGate, accessed March 31, 2025, https://www.researchgate.net/publication/251724953_The_strategic_strength_of_weak_signal_analysis
- The Innovation Wildcard – Surprise Yourself! – Perficient Blogs, accessed March 31, 2025, https://blogs.perficient.com/2023/08/28/the-innovation-wildcard/
- Weak signals from the future – Sitra, accessed March 31, 2025, https://www.sitra.fi/en/publications/weak-signals-from-the-future/
- Weak signals – signs of what may become significant in the future – Vinnova, accessed March 31, 2025, https://www.vinnova.se/en/m/emerging-innovations/future-prototypes/the-blog-about-future-prototypes/blog/weak-signals—signs-of-what-may-become-significant-in-the-future/
- Scanning for weak signals of change | Startup foresight strategy, accessed March 31, 2025, https://learn.marsdd.com/article/how-to-scan-for-weak-signals-of-change/
- WISDOM: An AI-powered framework for emerging research detection using weak signal analysis and advanced topic modeling – arXiv, accessed March 31, 2025, https://arxiv.org/html/2409.15340v1
- Watching the Detectives — Weak Signals and Strategy by Rob Tyrie – Medium, accessed March 31, 2025, https://robtyrie.medium.com/watching-the-detectives-weak-signals-and-strategy-by-rob-tyrie-6986e57171f9
- Unknown Unknowns in Innovative Projects: Early Signs Sensemaking, accessed March 31, 2025, https://www.redalyc.org/journal/841/84152989006/html/
- (PDF) Unknown Unknowns in Innovative Projects: Early Signs …, accessed March 31, 2025, https://www.researchgate.net/publication/321721896_Unknown_Unknowns_in_Innovative_Projects_Early_Signs_Sensemaking
- Sensemaking: The Entrepreneur’s Competitive Edge | EIX.org, accessed March 31, 2025, https://eiexchange.com/content/sensemaking-the-entrepreneurs-competitive-edge
- Looking in the right places to identify “unknown unknowns” in projects, accessed March 31, 2025, https://i2insights.org/2019/11/05/detecting-unknown-unknowns-in-projects/
Sensemaking Reimagined – Booz Allen, accessed March 31, 2025, https://www.boozallen.com/insights/velocity/sensemaking-reimagined.html