Chapter 9 MAIO

What platform provides a daily 5-minute summary of AI breakthroughs by aggregating data from sources like arXiv, GitHub, and OpenReview?

AlphaSignal (alphasignal.ai).

What is the core definition of innovation in industry according to Prof. Yash Raj Shrestha's lecture?

The development and implementation of new ideas by people who over time engage in transactions with others within an institutional order.

What is the classic distinction between invention and innovation?

Invention is the conversion of cash into ideas; Innovation is the conversion of ideas into cash.

What three interlocking elements define an innovation?

A novel and useful idea that is successfully implemented.

What are the 5 typical areas of corporate innovation?

Product, services, processes, business models, and social/administrative/organizational innovations.

How does innovation tie into competitive business strategy?

It is directly associated with patterns of conduct and shifts in competitive strategy, specifically cost leadership versus product differentiation.

Distinguish between radical and incremental innovation.

Radical innovation creates new knowledge and significant technological breakthroughs; incremental innovation builds on an existing knowledge base to provide small improvements.

What historic landmark technology announcement serves as an example of radical innovation?

Steve Jobs unveiling the first iPhone.

What two core organizational barriers to innovation are addressed by AI systems according to Haefner et al. (2021)?

Information processing constraints and ineffective or local search routines.

How does AI overcome information processing constraints during the idea development stage?

The AI system identifies and evaluates more information that can then be used to develop ideas.

How does AI overcome information processing constraints during the idea generation stage?

The AI system recognizes more problems, opportunities, and threats that may be used to generate new ideas.

How does AI mitigate ineffective or local search routines during the idea development stage?

The AI system identifies and evaluates more creative and exploratory ideas.

How does AI mitigate ineffective or local search routines during the idea generation stage?

The AI system recognizes and creates more creative/exploratory problems, opportunities, and threats.

What are the 4 organizational classifications based on their attitude toward AI (Füller et al., 2022)?

AI-Occasional, AI-Practitioner, AI-Frontrunner, and non-AI innovators.

What strategic traits differentiate an AI-Frontrunner from an AI-Occasional firm?

AI-Frontrunners maintain a high share of the innovation budget, prioritize open publishing/sharing, and place a high focus on both exploration and exploitation.

How do the organizational structures of AI-Frontrunners differ from AI-Occasional firms?

AI-Frontrunners utilize tightly integrated initiatives, new structures, centralized responsibilities, and an open innovation culture.

What corporate skill investments define an AI-Frontrunner organization?

High investment in training, high investment in hiring, active internal AI development, and a high extent of external collaboration.

What design framework does Generative AI expand according to Bouschery et al. (2023)?

The Double Diamond framework, expanding both the Problem Space and the Solution Space.

What are the two sequential stages within the Problem Space of the expanded Double Diamond model?

Problem Articulation and Problem Selection.

What are the two sequential stages within the Solution Space of the expanded Double Diamond model?

Concept Generation and Concept Selection & Development.

Contrast the core attributes of Creativity versus Innovation.

Creativity is characterized by originality, imagination, and flexibility; Innovation focuses on application, value creation, and robustness.

What is the structural relationship between creativity and innovation?

Creativity is the source of innovation, while innovation is the process of transforming those creative ideas to create value.

What three components drive individual or team creativity within an organization?

Expertise, creativity skills, and task motivation.

What three components compose the work environment context that shapes innovation?

Management practices, resources, and organizational motivation.