Software Engineering Essentials: Metrics, Models, and Design Principles
Software Metrics
Function Point Metrics
Function Point Metrics measure software size and complexity based on user functionality. It considers inputs, outputs, inquiries, files, and interfaces, providing a standardized way to assess size, effort, cost, and schedule.
Lines of Code (LOC) Metrics
LOC Metrics measure software size by counting lines of code. While simple, LOC may not reflect complexity or quality, as different languages and styles influence counts.
Software Cost and Effort Estimation
COCOMO Model
The COCOMO model estimates software project cost and effort. It offers three levels: Basic (size-based), Intermediate (considers complexity and team experience), and Detailed (comprehensive analysis).
Software Development Decisions
Make vs. Buy Decision
Businesses decide whether to develop software in-house (Make) or purchase it (Buy), considering factors like cost, control, expertise, and risk.
Analysis and Design Principles
Analysis Model Principles
These principles guide effective analysis model design, including abstraction, clarity, modularity, completeness, and consistency.
Project Management Tools
Management Indicators
Metrics like financial, operational, customer satisfaction, employee performance, and quality indicators help evaluate organizational performance.
Timeline Charts (Gantt Charts)
Visual tools for representing project schedules, resource allocation, progress tracking, stakeholder communication, and dependency management.
Software Design Concepts
Partitioning and Modularity
Partitioning breaks down complex systems into manageable parts for scalability and concurrency. Modularity promotes encapsulation, code organization, and dependency management.
Cost Estimation Techniques
Methods like analogous estimating, parametric estimating, bottom-up estimating, three-point estimating (PERT), and expert judgment help predict project expenses.
Software Development Methodologies
Extreme Programming (XP)
XP emphasizes customer satisfaction, frequent testing, collaboration, and adaptability to changing requirements.
Software Testing
Cyclomatic Complexity
A metric measuring program control flow complexity, indicating potential testing effort.
Function Point vs. Lines of Code
Function points focus on functionality, while LOC measures code size.
Test Case Design Example: Login Page
Test cases cover valid/invalid credentials, empty fields, and expected outcomes.
Quality Management
Six Sigma Approach
A data-driven methodology for process improvement and defect reduction, using the DMAIC (Define, Measure, Analyze, Improve, Control) framework.