The Fourth Industrial Revolution (what is it, potential to raise what, BUT a chance of causing what?)
a fusion of advances in tech, potential to raise global income levels & quality of life, BUT a chance of causing inequality in the labor market.
Important technologies (9)
AI, Web 3 (3rd iteration of the internet), Blockchain (way of sharing data), faster computer processing, VR & AR, Biotechnology, Robotics, the internet of things (everyday items connected to the internet), 3D printing, and more
Digital Transformation
the rewriting of an organization, with the goal of creating value by continuously deploying tech at scale. The integration of digital technologies into all aspects of business operations.
What’s needed for success in a digital transformation? (6)
a business value focused strategy, talent, an operating model that can scale, technology allowing independent innovation, access to data, strong adoption & change management
The three key performance indicators for digital transformations (VC,TH,CMP)
value creation, team health, change-management progress.
Explain Starbucks’ Deep Brew
An AI system driving personalization & inventory
a digital transformation has to have what?
a personalized customer experience
digital flywheel (a ____-__________ business model where ____________ ______ ________ and digital interaction drive a…)
a self-reinforcing business model where continuous data insights and digital interactions (like AI, apps, or IoT) drive a, loop of improved customer experience, operational efficiency, and, faster innovation
Data
raw, unprocessed facts that need context to become useful.
Information
data that has been processed, organized, and interpreted to add meaning and value, which is used to make decisions.
2 types of data
Quantitative (numerical & measurable) or Qualitative (qualities & attributes)
Quantitative data classifications (2)
discrete (finite) or continuous (values subdivided within a range)
Qualitative data classifications (2)
nominal (no ranking/order) or ordinal (ranked order)
structured data
organized and easily searchable
unstructured data
lacks a format, stored in native form
Steps needed to go from data to information (4 - POIS)
processing, organizing, interpreting, structuring
Evolution of AI
rules based AI → machine learning → generative AI → agentic AI
Machine learning (giving it what, for the system to what (3)?
give AI a training set in order for the system to extract patterns, to gain understanding, or to predict.
Value creation
Using AI to deliver entirely new capabilities that were previously impossible or expensive
6 components needed in order of importance when prompting AI (TCEPFT)
task, context, exemplars, persona, format, tone
Cognitive Offloading
Using/relying on external tools to reduce mental effort and thinking.
Agile
A way of working that seeks to harness the inevitability of change rather than resist it.
The agile manifesto (________ over processes, ________ over thorough documentation, _________ _______ over closed-door meetings, ______ _______ over set plans.
individuals over processes, prototypes over thorough documentation, customer collaboration over closed-door meetings, swift response over set plans.
traditional organizations
operate in static and structure