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What is design thinking?
A process for solving problems by prioritizing the consumer’s needs above all else.
What happens when businesses don’t take a design thinking approach?
they work to please the mainstream, which means the miss opportunities elsewhere.
What are the 5 tests to design thinking?
empathy - understanding the problem
define - what are the users needs and challenges
ideate - developing potential solutions
prototype
test
What are ways companies can excel with AI?
learn how to use it/ be adaptable
prepare workforces for AI area
increase cybersecurity investments
What are examples of AI skills?
prompt engineering
AI powered personal branding
creative AI thinking
AI project management
data storytelling and visualization
AI business strategy and implementation
natural language processing
curiosity and continuous learning
intuitive understanding of AI limitations
true or false always use discretion when deciding if AI is best for work or not?
true, AI isn’t always accurate and there are concerns over security and risks.
Name and describe the 3 types of machine learning
supervised - use of training and test sets to predict next value (fraud protection, predictions)
unsupervised - identify clusters in data without training set. (visualization)
reinforcement - learn via interaction and feedback (trial and error)
what is deep learning?
type of machine learning with layers connected in a neural network.
What are the 3 types of deep learning?
convolutional neural network - image classification
generative adversarial network - deepfakes
large language models
How does a large language model work?
it reviews text and predicts which token (word or part of a word) should follow the previous.
What is the difference between traditional and generative AI?
traditional has a limited scope and is repetitive
generative creates original content and it less transparent
traditional is better for data analysis, generative can do more tasks
What is virtualization?
creating multiple virtual machines on a single computing device
what is the cloud
servers that are accessed over the internet and the software and databases that run on those servers.
What is the benefit of cloud computing?
users do not have to manage physical servers themselves or run software applications on their own machines.
List and define the types of clouds as a service
business process as a service - lease a business function
software as a service - lease an application
platform as a service - lease a virtual computer with an operating system
infrastructure as a service - lease a virtual computer
What are the 3 types of clouds?
Public - resources shared across multiple organizations, managed by 3rd party.
Private - owned by a single organization
hybrid - combines elements of both.
What is Moore’s law?
states computer performance doubles every 2 years.
computer memory
network speed
software sophistication
sensor technology
processing power
fueling growth of the cloud
reshaping almost every human-created system
How do cloud based technologies help with cybersecurity?
shared security model between provider and customer
offers scalable resources and advanced security features which helps organizations better protect their data.
private clouds - customer has full control over security.
How do IoT security breaches happen?
weak login credentials
vulnerable systems
unsecured networks
lack of governance
What is the relation of cybersecurity and deepfakes?
AI gives criminals a lower barrier of entry with deepfaking.
What is phishing?
a cyberattack that tricks people into revealing personal information, often through emails and links by pretending to be a legitimate source.
How can a firm defend against a cyber attack?
staff education
cybersecurity testing
requiring multiple layers of approval for transactions
What is ransom software?
RaaS
gain access to victim’s network through social engineering
malware ID is developed and criminals encrypt the victims data
use encrypted data as leverage to force payment of the ransom
What is a crm?
customer relationship management - used to increase sales and customer relations and ensures quality service.
What are some benefits of crm?
automate tasks
segmentation
help marketing campaigns
ensure quality customer service
analyze purchase patterns
What is an ERP?
Enterprise resource planning - focused on reducing costs.
What are the benefits of ERP”s?
track business processes
process orders and update accounts
manage supply chain and manufacturing
track recruiting and manage payroll
True or false crm is outward and erp in inward
true
what is process mining?
a data driven technique using AI that analyzes, improves, and tracks business processes.
what is a digital twin?
a virtual model of a physical object, system, or process.
What is the advantage of enterprise wide information systems?
Data silos provide an incomplete view of business and reduces collaboration. CRM and ERP softwares bring together all information and give the company one holistic view.
How does CRM align marketing and sales?
operational - supports marketing
organization - ex. sales people not calling same person
analytical - analyze customer data
predictive - use data to predict how customers will behave
AI Powered CRM can:
automate customer service
analyze customer data for personalized marketing
predict customer needs
What are the benefits of a data driven transformation?
maximize benefits and minimize risks
exploring new business opportunities
redefines processes
deeper insights into customer behavior.
what is BI?
Business Intelligence - a set of strategies and technologies for analyzing business information and transforming it into actionable insights that inform strategic and tactical business decisions.
Benefits of BI include:
data driven decisions
faster analysis
increased efficiency
improved customer and employee satisfaction
What is the difference between BI and Business Analytics?
BI focuses on descriptive analytics, data collection, and storage. Business analytics uses data mining and modeling to predict. BI is historical, BA is the future.
What is location intelligence?
BI’s ability to understand traffic patterns of a certain area and customer demographics.
what is sentiment analysis?
BI’s ability to focus on customer facial expressions and determine level of satisfaction of customer service.
What are some advantages of BI in retail?
floor plan optimization
optimized product placement
inventory management
marketing
performance analysis
improved customer experience
What are the 5 V’s of big data
volume
velocity
variety
veracity
value
name and describe the 3 forms of big data
structured - easy to store and analyze (demographics)
unstructured - more difficult to analyze and search for (photos and videos)
semi structured - mix of the two (email)
Surveillance Capitalism
claiming a private human experience as free raw material for transition into data.
What is data exploitation?
the illegal use of private data for personal gain.
What is AI Bias
Biases that are built into AI systems that lead to discriminatory outcomes
Which type of cloud is cheaper, easier to maintain, and more relaible
public cloud. But private cloud is more secure, customizable, and flexible. Public clouds face more regulatory pressure.
What is an agile organization?
A technology enabled network of teams with people-centered culture that operates in a rapid-learning and fast decision cycles.
Agile Marketing
a dynamic and flexible way of performing the marketing process to optimize both operational efficiency and customer satisfaction.
Agile supply chain
a supply chain that uses comprehensive data from all parts of the logistics process to make quick decisions and respond quickly to disruptions
Kanban Board
a software/tactic designed to show visibility, separate work flow, and increase agility in project management