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software engineering Software engineering is a systematic engineering approach to software development. A software engineer is a person who applies the principles of software engineering to design, develop, maintain, test, and evaluate computer software. The term '' ...
and development, a software metric is a standard of measure of a degree to which a software system or process possesses some property. Even if a metric is not a measurement (metrics are functions, while measurements are the numbers obtained by the application of metrics), often the two terms are used as synonyms. Since quantitative measurements are essential in all sciences, there is a continuous effort by
computer science Computer science is the study of computation, automation, and information. Computer science spans theoretical disciplines (such as algorithms, theory of computation, information theory, and automation) to Applied science, practical discipli ...
practitioners and theoreticians to bring similar approaches to software development. The goal is obtaining objective, reproducible and quantifiable measurements, which may have numerous valuable applications in schedule and budget planning, cost estimation, quality assurance, testing, software
debugging In computer programming and software development, debugging is the process of finding and resolving '' bugs'' (defects or problems that prevent correct operation) within computer programs, software, or systems. Debugging tactics can involve i ...
, software performance optimization, and optimal personnel task assignments.


Common software measurements

Common software measurements include: * ABC Software Metric * Balanced scorecard * Bugs per line of code * Code coverage * Cohesion * Comment density * Connascent software components * Constructive Cost Model * Coupling * Cyclomatic complexity (McCabe's complexity) *Cyclomatic complexity density * Defect density - defects found in a component * Defect potential - expected number of defects in a particular component * Defect removal rate * DSQI (design structure quality index) * Function Points and Automated Function Points, an Object Management Group standard * Halstead Complexity * Instruction path length * Maintainability index * Number of lines of code * Program execution time * Program load time * Program size (binary) * Weighted Micro Function Points * CISQ automated quality characteristics measures * Cycle time (software) * First pass yield *Corrective Commit Probability


Limitations

As software development is a complex process, with high variance on both methodologies and objectives, it is difficult to define or measure software qualities and quantities and to determine a valid and concurrent measurement metric, especially when making such a prediction prior to the detail design. Another source of difficulty and debate is in determining which metrics matter, and what they mean. The practical utility of software measurements has therefore been limited to the following domains: * Scheduling * Software sizing *
Programming complexity Programming complexity (or software complexity) is a term that includes many properties of a piece of software, all of which affect internal interactions. According to several commentators, there is a distinction between the terms complex and compli ...
* Software development effort estimation *
Software quality In the context of software engineering, software quality refers to two related but distinct notions: * Software functional quality reflects how well it complies with or conforms to a given design, based on functional requirements or specificatio ...
A specific measurement may target one or more of the above aspects, or the balance between them, for example as an indicator of team motivation or project performance. Additionally metrics vary between static and dynamic program code, as well as for object oriented software (systems).


Acceptance and public opinion

Some software development practitioners point out that simplistic measurements can cause more harm than good. Others have noted that metrics have become an integral part of the software development process. Impact of measurement on programmer psychology have raised concerns for harmful effects to performance due to stress, performance anxiety, and attempts to cheat the metrics, while others find it to have positive impact on developers value towards their own work, and prevent them being undervalued. Some argue that the definition of many measurement methodologies are imprecise, and consequently it is often unclear how tools for computing them arrive at a particular result, while others argue that imperfect quantification is better than none (“You can’t control what you can't measure.”). Evidence shows that software metrics are being widely used by government agencies, the US military, NASA, IT consultants, academic institutions, and commercial and academic development estimation software.


Further reading

* J. Smith, ''Introduction to Linear Programming'', Acme Press, 2010. An introductory text. * Reijo M.Savola, ''Quality of security metrics and measurements, Computers & Security, Volume 37, September 2013, Pages 78-90.''


See also

* Goal Question-Metric * List of tools for static code analysis *
Orthogonal Defect Classification Orthogonal Defect Classification (ODC) turns semantic information in the software defect stream into a measurement on the process. The ideas were developed in the late '80s and early '90s by Ram Chillarege at IBM Research. This has led to the deve ...
*
Software engineering Software engineering is a systematic engineering approach to software development. A software engineer is a person who applies the principles of software engineering to design, develop, maintain, test, and evaluate computer software. The term '' ...
* Software package metrics


References


External links


Software Metrics
(SQA.net)
Software Engineering Metrics: What do they measure and how do we knowNASA Standard NASA-STD-8739.8 (Software Assurance and Software Safety Standard)HIS Source Code Metrics
(''outdated but for reference''; related see AUTOSAR)
HIS Source Code Metrics version 1.3.1 01.04.2008
(''outdated but for reference''; related see AUTOSAR)
A framework for source code metricsNASA.govSonarQube Metric DefinitionsMetrics of Object Oriented Software
(2010) {{DEFAULTSORT:Software Metric * Metrics