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Data
Raw facts that describe the characteristics of an event or object.
Big data
A collection of large complex datasets, including structured and unstructured data, which
cannot be analyzed using traditional database methods and tools.
4 Characteristics of big data
Variety
Different forms of structured and unstructured data. Ex. Spreadsheets, databases, emails
Veracity
ncertainty/Untrustworthiness of data including biases, noise, abnormalities
Keep data clean and implement process to keep out dirty data from systems
Volume
Scale of data
Massive volume created by machines and networks generated
Big data tools used for analyzation
Velocity
Analysis of streaming data as it travels the internet
Analysis of social media messages spreading daily
Structured Data
defined length, type, and format. Ex. Numbers, dates, customer address usually stored in spreadsheet/databse
Human Generated Data
data that humans, in interaction with computers, generate. Ex. gaming data/input data
20% of data that surrounds us
Unstructured Data
doesn’t have defined length or format
usually freeform like e-mails, tweets, texts
90% of data that surrounds us
Machine generated: satellite imaging, atmosphere data
Information
Data converted into meaningful and useful context helping to inform business decisions
Computers need data, humans need info
Business Intelligence
Info collected from multiple sources like customers or suppliers that analyze patterns for strategic decision making
incorporates multiple variables to anticipate performance
4 categories of analytics
descriptive, diagnostic, predictive, prescriptive
Descriptive Analytics
describes past performance and history, allows to spot trends
Diagnostic analytics
examines data or content to answer the question “why did it happen”
determine cause of positive or negative outcome
Predictive analysis
extracts info from data to predict future trends and identify behavioral patterns =proactive action
Prescriptive analytics
creates models indicating the best decision to make or course of action to take
can see potential problems and stay ahead of industry trends
Knowledge
skills, experience, and expertise, coupled with information and intelligence, that creates a person’s intellectual resources.
Knowledge Assets
Knowledge/intellectual capital in the minds of members, customers, and colleagues
Knowledge facilitator
acquire and catalog the knowledge assets in an organization
systems thinking
A way of monitoring the entire system by viewing multiple inputs being processed or transformed to produce outputs while continuously gathering feedback on each part
Five forces model includes
-Buyer Power: Power of customers to drive down price. Combated with switching costs (cost making customer reluctant to switch to new product) and loyalty programs
-Supplier Power: Power of suppliers to drive up prices of materials. Consists of supply chain
-Threat of substitute products or services: High when there are many alternatives to a product or service and low when there are few alternatives from which to choose
-Threat of new entrants: High when it is easy for new competitors to enter a market and low when there are significant entry barriers to joining a market. Includes entry barrier (Product competitors must offer the same for survival)
-Rivalry Among existing competitors: The main threat, High when competition is fierce in a market and low when competitors are more complacent. Includes product differentiation (a company develops unique differences in its products or services with the intent to influence demand.)
Porter’s 3 generic strategies
can be applied to any business, product, or service
-Broad market and low cost: Walmart
-Broad Market High cost: Neiman Marcus
-Narrow market low cost: Payless
-Narrow market high cost: tiffany and co
Data Democratization
The ability for data to be collected, analyzed, and accessible to all users
MIS
A business function, such as accounting and human resources, which moves information about people, products, and processes across the company to facilitate decision making and problem solving.
SWOT Analysis
-Potential internal strengths (Helpful)
-Potential internal weaknesses (Harmful)
-Potential external opportunities (Helpful)
-Potential external threats (harmful)
Value chain Analysis
Views a firm as a series of business processes that each add value to the product or service.
-Inbound logistics: acquires raw material distributes to manufacturing
-Operations: transforms raw materials into goods and services
-Outbound logistics: distributes goods and services to customers
-Marketing and sales: promotes, prices, and sells products to customers
-Service: provides customer support after the sale
Support value activities include: Firm infrastructure, HR, tech development, and procurement
Competitive Intelligence
Gathering information about the competitive environment, including competitors’ plans, activities, and products, to improve a company’s ability to succeed
first mover advantage
Occurs when a company can significantly increase its market share by being first with a new competitive advantage.
Competitive Advantage
A feature of a product or service on which customers place a greater value than they do on similar offerings from competitors
usually temporary