Define Prompt Engineering - Answers process of designing, testing, and refining prompts to produce
specific and accurate responses from large language models (LLMs).
Prompt engineering in easy words - Answers - Designing prompts
- Testing prompts
-Refining prompts
It is about asking AI the right way so you get the best answers
Application of LLM's in accounting - Answers - Data overload
-Unstructured data
-Complex Decision making
-Client communication
-Fraud Detection
-Assessing internal control
-Enhancing data analysis
Elements of effective prompting - Answers - Clarity ( use clear language to avoid confusion)
- Context & Background
-Iterative Refinement( test and refine prompts to improve results)
-Brevity(keep it short and direct)
-Pattern
-Feedback loops
Effective pattern of prompt engineering include - Answers [ Objective] [ Context] [Criteria] [Output
indicators]
Types of prompting techniques - Answers -Zero-shot
-Few-shot
-Chain of thought
Zero-shot prompting - Answers instructions to perform a task without any specific examples. Used for
quick, straight-forward tasks.
Cons: may lack accuracy for complex tasks
Few-shot prompting - Answers instructions with a small number of examples. Used when examples
are needed for better context
Cons: needs well-chosen examples
Chain-of-thought prompting - Answers a technique that allows complex reasoning through
intermediate steps. It is a step-by-step guide that allows AI to handle complex reasoning tasks.
Define hallucinations - Answers when the model produces an output that is factually incorrect,
nonsensical, or not aligned with the input it received
Causes of hallucinations - Answers -ambiguous prompts(when it's too broad)
-lack of domain-specific training(need specific data)
-longer responses
-complex queries
-uncommon scenarios
-biased or untrained data
-overreliance on model confidence( AI can present false information with high confidence
Define information system - Answers A system consists of interrelated components including physical
hardware like monitors and laptops, the software that users interact with, databases used for storage,
networks that send data and information throughout the system, and the people who use and
maintain it.
Input - Answers raw and unorganized data
Output - Answers information in formats that are useful for users
define accounting information system - Answers An information system that performs data
collection, transformation, and reporting that is specific to financial data. It captures accounting data
created by business events (or activities) that involve an exchange of economic resources.
Define business model - Answers A company's plan for operations. It identifies the customer base,
products, operation plans, and sources of revenue and financing.
, Types of business model - Answers -franchise
-subscription
-freemium
-peer-to-peer(connects individuals with one another, ex. Airbnb)
-direct to consumers
Define business event - Answers a single business activity in a business process
ex. sell goods to customers, purchase equipment
Types of Business events - Answers -operating
- financing
- investing
- information
Operating business events - Answers Directly related to the company's creating and providing a good
or service
ex. -collect customer payment
- hire employee
- pay employee
- deliver goods
Financing business events - Answers help the company operate by acquiring incoming cash flows to
fund operating events
ex. -issue stocks
- declare dividends
- apply for a loan
- pay loan installment
Investing business events - Answers provide long-term value to the company by purchasing long-term
assets that deliver value in the future
ex. -buy/sell property, plant and equipment
- buy/sell marketable securities
- buy/sell other businesses
Information business events - Answers involve an exchange of information and never involve an
exchange of economic resources
ex. - take customer order
-create a purchase order
-interview candidate
-print report
Define business process - Answers a group of related business events designed to accomplish the
strategic objectives of the business
Types of business processes - Answers -Acquisition and payment processes
-conversion processes
-marketing, sales, and collections processes
Acquisition and payment process - Answers acquiring and paying for the resources that the business
needs. Businesses need it as an input
Examples of common resources:
-financing
-property, plant, and equipment
-employees
-inventory
-other goods and services
Conversion process - Answers "heart of the business"
adding value by converting the resources into goods and services that customers want to buy
ex. - produce a product