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Relevance
Helps influence a decision
Feedback value
Helps evaluate past decisions
Predictive value
Helps forecast future outcomes.
Materiality
Important enough to affect decisions
Faithful representation
Accurately reflects the business, Complete, neutral, and free from error.
Discretionary
Not required by law; managers weigh benefits against costs
Mandatory
Required by law, such as tax returns and Form 10-K.
Start event
thin circle


thick circle
End event
Activity/task
something someone does

Sequence flow
Arrow

Gateway
Diamond

Pool
Organization
Lanes
departments/individuals
Class
A collection of things the business stores information about, such as customers, employees, sales, or products.
Association
Relationship between two classes
Multiplicity
Minimum and maximum number of relationships between classes.
Attribute
A characteristic of a class, such as customer name or address.
Primary key (PK)
Uniquely identifies each row; cannot be NULL
Foreign key (FK)
Connects tables by referencing another table's primary key.
Good primary keys
Should be unique, non-null, and stable. Sequential numbers are often useful.
Foreign keys must…
match an existing primary key or be NULL.
Preventive (Internal Control)
Stop problems before they happen (authorization, segregation of duties).
Detective (Internal Controls)
Find problems (reconciliations, physical inventory counts).
Corrective
Fix problems or reduce losses (retraining, backups, disaster recovery).
REA
Resources, Events, Agents
Resources
Things of value, such as inventory or cash.
Events
Business activities, such as sales or cash receipts.
Agents
People or organizations involved, such as customers, employees, or suppliers. Use the diagram’s multiplicities to determine how many resources, ev
Select
Chooses the columns to display
From
Identifies the table
Where
Filters the records
Group By
Groups records for calculation
Order By
Sorts the results
Volume
Amount of Data
Velocity
Speed at which data is generated
Variety
Different types and formats of data
Veracity
Date cleanliness, quality, and reliability
Ask the question
Master the date
Perform the analysis
Share the story
AMPS
Descriptive
What happened?
Diagnostic
Why did it happen?
Predictive
Will it happen in the future?
Prescriptive
What should we do?
Data visualization
A graphical representation of data, such as a chart, graph, or image.
Exploratory (Data visualization)
Used to discover patterns, trends, and relationships in data.
Explanatory (Data visualization)
Used to communicate findings and explain what the data means to an audience.
Bar Chart
Compare categories
Histogram
Show the distribution of numerical data
Scatterplot
Find relationships between two numerical variables
Map
Compare locations
Pie Chart
Show parts of a whole
Abstract structures
accounts, product, categories, budgets, etc.
Accounting Information Systems
a system that records, processes and reports on transactions to provide financial and non-financial information to make decisions and have appropriate levels of internal controls (security measures to protect sensitive data) for those transactions.
Relevance (3)
Feedback Value, Predictive value, Materiality
Faithful representation (3)
Complete, neutral, free from error
Data
are simply raw facts that describe an event and have little meaning on their own.
Information
data organized in a meaningful way to be useful to the user. Data serves as an input.
data object
Represents data (ex. an invoice) that is only available for the duration of the process
Datastore
Represents data that is available across process, such as information in a database
Association
Connects data objects or datastores to activities. The arrowhead shows direction of the data flow when necessary.