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Software Quality Management
CMC Limited
Objectives
After completion of this chapter you will be able to:
• Understand software quality fundamental like
• Software engineering culture and ethics
• Value and costs of quality
• Models and quality characteristics
• Understand software quality management
processes such as
• Software quality assurance
• Verification and validation
• Reviews and audits
CMC Limited
Objectives contd..
• Get some practical considerations on
• Application quality requirements
• Defect characterization
• Software management techniques
CMC Limited
Quality Management
Quality management encompasses:
• A software quality assurance (SQA) process;
• Specific quality assurance and quality control tasks
• Effective software engineering practice
• Control of all software work products and the
changes made to them;
• A procedure to ensure compliance with software
development standards (when applicable), and
• Measurement and reporting mechanisms.
CMC Limited
Software Quality Fundamentals
• Agreement on quality requirements, as well as clear
communication to the software engineer on what
constitutes quality, require that the many aspects of
quality be formally defined and discussed.
• A software engineer should understand the
underlying meanings of quality concepts and
characteristics and their value to the software under
development or to maintenance.
• The important concept is that the software
requirements define the required quality
characteristics of the software, and influence the
measurement methods and acceptance criteria for
assessing these characteristics.
CMC Limited
Software Engineering Culture and Ethics
• Software engineers are expected to share a
commitment to software quality as part of their
culture.
• Ethics can play a significant role in software quality,
the culture, and the attitudes of software engineers.
• The IEEE Computer Society and the ACM have
developed a code of ethics and professional practice;
to help software engineers reinforce attitudes related
to quality and to the independence of their work.
Software Quality Fundamentals contd..
CMC Limited
Value and Costs of Quality
• The cost of quality can be differentiated into
prevention cost, appraisal cost, internal failure cost,
and external failure cost.
• A motivation behind a software project is the desire
to create software that has value, and this value may
or may not be quantified as a cost.
Software Quality Fundamentals contd..
CMC Limited
Models and Quality Characteristics
• Software quality characteristics or attributes, is useful
for discussing, planning, and rating the quality of
software products.
Software Quality Fundamentals contd..
CMC Limited
Software Engineering Process Quality
• Process quality; influence the quality characteristics
of software products, which in turn affect quality-in-
use as perceived by the customer.
• Two important quality standards are TicKIT, and
ISO9001 standard. Another industry standard on
software quality is CMMi.
• Specific process areas related to quality
management are:
• Process and product quality assurance,
• Process verification, and
• Process validation.
Models and Quality Characteristics contd..
CMC Limited
Software Product Quality
• The software engineer has a responsibility to elicit
quality requirements, which may not be explicit at the
outset, and to discuss their importance as well as the
level of difficulty in attaining them.
• All processes associated with software quality (for
example, building, checking, and improving quality)
will be designed with these requirements in mind,
and they carry additional costs.
• Standard defines, for two of its three models of
quality, the related quality characteristics and sub-
characteristics, and measures which are useful for
assessing software product quality.
Models and Quality Characteristics contd..
CMC Limited
• The meaning of the term “product” is extended to
include any artifact, which is the output of any
process used to build the final software product.
• While most treatments of quality are described in
terms of the final software and system performance,
sound engineering practice requires that intermediate
products relevant to quality be evaluated throughout
the software engineering process.
Software Product Quality contd..
CMC Limited
Quality Improvement
• The quality of software products can be improved
through an iterative process of continuous
improvement, which requires management control,
coordination, and feedback from many concurrent
processes:
• The software life cycle processes,
• The process of error/defect detection, removal,
and prevention, and
• The quality improvement process
• Approaches such as the Total Quality Management
(TQM) process of Plan, Do, Check, and Act (PDCA)
is tools by which quality objectives can be met.
Models and Quality Characteristics contd..
CMC Limited
Software Quality Management
Processes
• Planning for software quality involves:
• Defining the required product in terms of its
quality characteristics
• Planning the processes to achieve the required
product
• SQM can be used to evaluate the intermediate
products as well as the final product.
CMC Limited
Software Product Quality
Some of the specific SQM processes are defined as:
• Quality assurance process
• Verification process
• Validation process
• Review process
• Audit process
• SQM processes help ensure better software quality
in a given project.
Software Quality Management Processes contd..
CMC Limited
• SQM processes consist of tasks and techniques to
indicate how software plans (for example,
management, development, configuration
management) are being implemented and how well
the intermediate and final products are meeting their
specified requirements.
• Results from these tasks are assembled in reports
for management before corrective action is taken.
• The management of an SQM process is tasked with
ensuring that the results of these reports are
accurate.
Software Product Quality contd..
CMC Limited
Software Quality Assurance
• SQA processes provide assurance that the software
products and processes in the project life cycle
conform to their specified requirements by planning,
enacting, and performing a set of activities to provide
adequate confidence that quality is being built into
the software.
• SQA seeks to maintain the quality throughout the
development and maintenance of the product by the
execution of a variety of activities at each stage,
which can result in early identification of problems,
an almost inevitable feature of any complex activity.
Software Quality Management Processes contd..
CMC Limited
• The role of SQA with respect to process is to ensure
that planned processes are appropriate and later
implemented according to plan, and that relevant
measurement processes are provided to the
appropriate organization.
• The SQA plan defines the means that will be used to
ensure that software developed for a specific product
satisfies the user’s requirements and is of the highest
quality possible within project constraints.
• The SQA plan should be consistent with the software
configuration management plan.
Software Quality Assurance contd..
CMC Limited
• The SQA plan identifies documents, standards,
practices, and conventions governing the project and
how they will be checked and monitored to ensure
adequacy and compliance.
• The SQA plan also identifies measures, statistical
techniques, procedures for problem reporting and
corrective action, resources such as tools,
techniques, and methodologies, security for physical
media, training, and SQA reporting and
documentation.
• Moreover, the SQA plan addresses the software
quality assurance activities of any other type of
activity described in the software plans, such as
Software Quality Assurance contd..
CMC Limited
• procurement of supplier software to the project or
commercial off-the-shelf software (COTS),
installation, and service after delivery of the software.
• It can also contain acceptance criteria, as well as
reporting and management activities, which are
critical to software quality.
Software Quality Assurance contd..
CMC Limited
Verification & Validation
• Software V&V is a disciplined approach to assessing
software products throughout the product life-cycle.
• A V&V effort strives to ensure that quality is built into
the software and that the software satisfies user
requirements.
• V&V addresses software product quality directly, and
uses testing techniques, which can locate defects so
that they can be addressed.
• The V&V process determines whether or not
products of a given development or maintenance
activity conform to the requirement of that activity,
and whether or not the final software product fulfills
its intended purpose and meets user requirements.
Software Quality Management Processes contd..
CMC Limited
• The purpose of planning V&V is to ensure that each
resource, role, and responsibility is clearly assigned.
• The V&V plan also addresses the management,
communication, policies, and procedures of the V&V
activities and their interaction, as well as defect
reporting and documentation requirements.
Verification & Validation contd..
CMC Limited
Reviews and Audits
Five types of reviews or audits are there:
• Management reviews
• Technical reviews
• Inspections
• Walk-throughs
• Audits
Software Quality Management Processes contd..
CMC Limited
Management Reviews
• The purpose of a management review is to monitor
progress, determine the status of plans and
schedules, confirm requirements and their system
allocation, or evaluate the effectiveness of
management approaches used to achieve fitness for
purpose.
• Management reviews determine the adequacy of
plans, schedules, and requirements, and monitor
their progress or inconsistencies.
Reviews and Audits contd..
CMC Limited
Technical Reviews
• The purpose of a technical review is to evaluate a
software product to determine its suitability for its
intended use.
• The objective is to identify discrepancies from
approved specifications and standards.
• The results should provide management with
evidence confirming (or not) that the product meets
the specifications and adheres to standards, and that
changes are controlled.
Reviews and Audits contd..
CMC Limited
Inspections
• The purpose of an inspection is to detect and identify
software product anomalies
• The inspection exit decision must correspond to one
of the following three criteria:
• Accept with no, or at most minor, reworking
• Accept with rework verification
• Re-inspect
Reviews and Audits contd..
CMC Limited
Walk-throughs
• The purpose of a walk-through is to evaluate a
software product. A walk-through may be conducted
for the purpose of educating an audience regarding a
software product.
• The major objectives are to:
• Find anomalies
• Improve the software product
• Consider alternative implementations
• Evaluate conformance to standards and
specifications
Reviews and Audits contd..
CMC Limited
Audits
• The purpose of a software audit is to provide an
independent evaluation of the conformance of
software products and processes to applicable
regulations, standards, guidelines, plans, and
procedures
• The audit will identify instances of non-conformance
and produce a report requiring the team to take
corrective action.
Reviews and Audits contd..
CMC Limited
Software Quality Requirements
• Various factors influence planning, management, and
selection of SQM activities and techniques, including:
• The domain of the system in which the software
will reside (safety-critical, mission-critical,
business critical)
• System and software requirements
• The commercial (external) or standard (internal)
components to be used in the system
• The specific software engineering standards
applicable
CMC Limited
• The methods and software tools to be used for
development and maintenance, and for quality
evaluation and improvement
• The budget, staff, project organization, plans, and
scheduling of all the processes
• The intended users and use of the system
• The integrity level of the system
Software Quality Requirements contd..
CMC Limited
Defect Characterization
• SQM processes find defects. Characterizing those
defects leads to an understanding of the product,
facilitates corrections to the process or the product,
and informs project management or the customer of
the status of the process or product.
• Defect (anomaly) characterization is also used in
audits and reviews, with the review leader often
presenting a list of anomalies provided by team
members for consideration at a review meeting.
Software Quality Requirements contd..
CMC Limited
Software Quality Management Techniques
• SQM techniques can be categorized in many ways:
• Static
• People-intensive
• Analytical
• Dynamic
Software Quality Requirements contd..
CMC Limited
Static Techniques
• Static techniques involve examination of the project
documentation and software, and other information
about the software products, without executing them.
• These techniques may include people-intensive
activities or analytical activities conducted by
individuals, with or without the assistance of
automated tools.
Software Quality Management Techniques contd..
CMC Limited
People-intensive Techniques
• The setting for people-intensive techniques, including
reviews and audits, may vary from a formal meeting
to an informal gathering or a desk-check situation,
but (usually, at least) two or more people are
involved.
• Preparation ahead of time may be necessary.
Resources other than the items under examination
may include checklists and results from analytical
techniques and testing.
Software Quality Management Techniques contd..
CMC Limited
Analytical Techniques
• A software engineer generally applies analytical
techniques.
• Some techniques are tool-driven; others are manual.
Some may find defects directly, but they are typically
used to support other techniques.
• Some also include various assessments as part of
overall quality analysis. Examples of such techniques
include complexity analysis, control flow analysis,
and algorithmic analysis.
• Each type of analysis has a specific purpose, and not
all types are applied to every project. An example of
a support technique is complexity analysis, which is
useful for determining whether or not the design or
Software Quality Management Techniques contd..
CMC Limited
• implementation is too complex to develop correctly,
to test, or to maintain.
• The results of a complexity analysis may also be
used in developing test cases. Defect-finding
techniques, such as control flow analysis, may also
be used to support another activity.
• For software with many algorithms, algorithmic
analysis is important, especially when an incorrect
algorithm could cause a catastrophic result.
• Other, more formal, types of analytical techniques
are known as formal methods. They are used to
verify software requirements and designs.
Software Quality Management Techniques contd..
CMC Limited
Dynamic Techniques
• Techniques such as simulation, model checking, and
symbolic execution may be considered dynamic.
• Code reading may also qualify as a dynamic
technique.
Software Quality Management Techniques contd..
CMC Limited
Testing
• SQA ensures that appropriate types of tests are
planned, developed, and implemented, and V&V
develops test plans, strategies, cases, and
procedures.
• Two types of testing may fall under the headings
SQA and V&V, because of their responsibility for the
quality of the materials used in the project:
• Evaluation and test of tools to be used on the
project
• Conformance test (or review of conformance test)
of components and COTS products to be used in
the product; their now exists a standard for
software packages
Software Quality Management Techniques contd..
CMC Limited
Software Quality Measurement
• The models of software product quality often include
measures to determine the degree of each quality
characteristic attained by the product.
• Quality measures can help in the management
decision-making process.
• Quality measures can find problematic areas and
bottlenecks in the software process; and they can
help the software engineers assess the quality of
their work for SQA purposes and for longer-term
process quality improvement.
• It assist in deciding when to stop testing.
Software Quality Management Techniques contd..
CMC Limited
• While the measures for quality characteristics and
product features may be useful in themselves (for
example, the number of defective requirements or
the proportion of defective requirements),
mathematical and graphical techniques can be
applied to aid in the interpretation of the measures.
These fit into the following categories:
• Statistically-based (for example, Pareto analysis,
run charts, scatter plots, normal distribution)
• Statistical tests (for example, the binomial test,
chi-squared test)
• Trend analysis
• Prediction (for example, reliability models)
Software Quality Management Techniques contd..

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Software Quality Management

  • 2. CMC Limited Objectives After completion of this chapter you will be able to: • Understand software quality fundamental like • Software engineering culture and ethics • Value and costs of quality • Models and quality characteristics • Understand software quality management processes such as • Software quality assurance • Verification and validation • Reviews and audits
  • 3. CMC Limited Objectives contd.. • Get some practical considerations on • Application quality requirements • Defect characterization • Software management techniques
  • 4. CMC Limited Quality Management Quality management encompasses: • A software quality assurance (SQA) process; • Specific quality assurance and quality control tasks • Effective software engineering practice • Control of all software work products and the changes made to them; • A procedure to ensure compliance with software development standards (when applicable), and • Measurement and reporting mechanisms.
  • 5. CMC Limited Software Quality Fundamentals • Agreement on quality requirements, as well as clear communication to the software engineer on what constitutes quality, require that the many aspects of quality be formally defined and discussed. • A software engineer should understand the underlying meanings of quality concepts and characteristics and their value to the software under development or to maintenance. • The important concept is that the software requirements define the required quality characteristics of the software, and influence the measurement methods and acceptance criteria for assessing these characteristics.
  • 6. CMC Limited Software Engineering Culture and Ethics • Software engineers are expected to share a commitment to software quality as part of their culture. • Ethics can play a significant role in software quality, the culture, and the attitudes of software engineers. • The IEEE Computer Society and the ACM have developed a code of ethics and professional practice; to help software engineers reinforce attitudes related to quality and to the independence of their work. Software Quality Fundamentals contd..
  • 7. CMC Limited Value and Costs of Quality • The cost of quality can be differentiated into prevention cost, appraisal cost, internal failure cost, and external failure cost. • A motivation behind a software project is the desire to create software that has value, and this value may or may not be quantified as a cost. Software Quality Fundamentals contd..
  • 8. CMC Limited Models and Quality Characteristics • Software quality characteristics or attributes, is useful for discussing, planning, and rating the quality of software products. Software Quality Fundamentals contd..
  • 9. CMC Limited Software Engineering Process Quality • Process quality; influence the quality characteristics of software products, which in turn affect quality-in- use as perceived by the customer. • Two important quality standards are TicKIT, and ISO9001 standard. Another industry standard on software quality is CMMi. • Specific process areas related to quality management are: • Process and product quality assurance, • Process verification, and • Process validation. Models and Quality Characteristics contd..
  • 10. CMC Limited Software Product Quality • The software engineer has a responsibility to elicit quality requirements, which may not be explicit at the outset, and to discuss their importance as well as the level of difficulty in attaining them. • All processes associated with software quality (for example, building, checking, and improving quality) will be designed with these requirements in mind, and they carry additional costs. • Standard defines, for two of its three models of quality, the related quality characteristics and sub- characteristics, and measures which are useful for assessing software product quality. Models and Quality Characteristics contd..
  • 11. CMC Limited • The meaning of the term “product” is extended to include any artifact, which is the output of any process used to build the final software product. • While most treatments of quality are described in terms of the final software and system performance, sound engineering practice requires that intermediate products relevant to quality be evaluated throughout the software engineering process. Software Product Quality contd..
  • 12. CMC Limited Quality Improvement • The quality of software products can be improved through an iterative process of continuous improvement, which requires management control, coordination, and feedback from many concurrent processes: • The software life cycle processes, • The process of error/defect detection, removal, and prevention, and • The quality improvement process • Approaches such as the Total Quality Management (TQM) process of Plan, Do, Check, and Act (PDCA) is tools by which quality objectives can be met. Models and Quality Characteristics contd..
  • 13. CMC Limited Software Quality Management Processes • Planning for software quality involves: • Defining the required product in terms of its quality characteristics • Planning the processes to achieve the required product • SQM can be used to evaluate the intermediate products as well as the final product.
  • 14. CMC Limited Software Product Quality Some of the specific SQM processes are defined as: • Quality assurance process • Verification process • Validation process • Review process • Audit process • SQM processes help ensure better software quality in a given project. Software Quality Management Processes contd..
  • 15. CMC Limited • SQM processes consist of tasks and techniques to indicate how software plans (for example, management, development, configuration management) are being implemented and how well the intermediate and final products are meeting their specified requirements. • Results from these tasks are assembled in reports for management before corrective action is taken. • The management of an SQM process is tasked with ensuring that the results of these reports are accurate. Software Product Quality contd..
  • 16. CMC Limited Software Quality Assurance • SQA processes provide assurance that the software products and processes in the project life cycle conform to their specified requirements by planning, enacting, and performing a set of activities to provide adequate confidence that quality is being built into the software. • SQA seeks to maintain the quality throughout the development and maintenance of the product by the execution of a variety of activities at each stage, which can result in early identification of problems, an almost inevitable feature of any complex activity. Software Quality Management Processes contd..
  • 17. CMC Limited • The role of SQA with respect to process is to ensure that planned processes are appropriate and later implemented according to plan, and that relevant measurement processes are provided to the appropriate organization. • The SQA plan defines the means that will be used to ensure that software developed for a specific product satisfies the user’s requirements and is of the highest quality possible within project constraints. • The SQA plan should be consistent with the software configuration management plan. Software Quality Assurance contd..
  • 18. CMC Limited • The SQA plan identifies documents, standards, practices, and conventions governing the project and how they will be checked and monitored to ensure adequacy and compliance. • The SQA plan also identifies measures, statistical techniques, procedures for problem reporting and corrective action, resources such as tools, techniques, and methodologies, security for physical media, training, and SQA reporting and documentation. • Moreover, the SQA plan addresses the software quality assurance activities of any other type of activity described in the software plans, such as Software Quality Assurance contd..
  • 19. CMC Limited • procurement of supplier software to the project or commercial off-the-shelf software (COTS), installation, and service after delivery of the software. • It can also contain acceptance criteria, as well as reporting and management activities, which are critical to software quality. Software Quality Assurance contd..
  • 20. CMC Limited Verification & Validation • Software V&V is a disciplined approach to assessing software products throughout the product life-cycle. • A V&V effort strives to ensure that quality is built into the software and that the software satisfies user requirements. • V&V addresses software product quality directly, and uses testing techniques, which can locate defects so that they can be addressed. • The V&V process determines whether or not products of a given development or maintenance activity conform to the requirement of that activity, and whether or not the final software product fulfills its intended purpose and meets user requirements. Software Quality Management Processes contd..
  • 21. CMC Limited • The purpose of planning V&V is to ensure that each resource, role, and responsibility is clearly assigned. • The V&V plan also addresses the management, communication, policies, and procedures of the V&V activities and their interaction, as well as defect reporting and documentation requirements. Verification & Validation contd..
  • 22. CMC Limited Reviews and Audits Five types of reviews or audits are there: • Management reviews • Technical reviews • Inspections • Walk-throughs • Audits Software Quality Management Processes contd..
  • 23. CMC Limited Management Reviews • The purpose of a management review is to monitor progress, determine the status of plans and schedules, confirm requirements and their system allocation, or evaluate the effectiveness of management approaches used to achieve fitness for purpose. • Management reviews determine the adequacy of plans, schedules, and requirements, and monitor their progress or inconsistencies. Reviews and Audits contd..
  • 24. CMC Limited Technical Reviews • The purpose of a technical review is to evaluate a software product to determine its suitability for its intended use. • The objective is to identify discrepancies from approved specifications and standards. • The results should provide management with evidence confirming (or not) that the product meets the specifications and adheres to standards, and that changes are controlled. Reviews and Audits contd..
  • 25. CMC Limited Inspections • The purpose of an inspection is to detect and identify software product anomalies • The inspection exit decision must correspond to one of the following three criteria: • Accept with no, or at most minor, reworking • Accept with rework verification • Re-inspect Reviews and Audits contd..
  • 26. CMC Limited Walk-throughs • The purpose of a walk-through is to evaluate a software product. A walk-through may be conducted for the purpose of educating an audience regarding a software product. • The major objectives are to: • Find anomalies • Improve the software product • Consider alternative implementations • Evaluate conformance to standards and specifications Reviews and Audits contd..
  • 27. CMC Limited Audits • The purpose of a software audit is to provide an independent evaluation of the conformance of software products and processes to applicable regulations, standards, guidelines, plans, and procedures • The audit will identify instances of non-conformance and produce a report requiring the team to take corrective action. Reviews and Audits contd..
  • 28. CMC Limited Software Quality Requirements • Various factors influence planning, management, and selection of SQM activities and techniques, including: • The domain of the system in which the software will reside (safety-critical, mission-critical, business critical) • System and software requirements • The commercial (external) or standard (internal) components to be used in the system • The specific software engineering standards applicable
  • 29. CMC Limited • The methods and software tools to be used for development and maintenance, and for quality evaluation and improvement • The budget, staff, project organization, plans, and scheduling of all the processes • The intended users and use of the system • The integrity level of the system Software Quality Requirements contd..
  • 30. CMC Limited Defect Characterization • SQM processes find defects. Characterizing those defects leads to an understanding of the product, facilitates corrections to the process or the product, and informs project management or the customer of the status of the process or product. • Defect (anomaly) characterization is also used in audits and reviews, with the review leader often presenting a list of anomalies provided by team members for consideration at a review meeting. Software Quality Requirements contd..
  • 31. CMC Limited Software Quality Management Techniques • SQM techniques can be categorized in many ways: • Static • People-intensive • Analytical • Dynamic Software Quality Requirements contd..
  • 32. CMC Limited Static Techniques • Static techniques involve examination of the project documentation and software, and other information about the software products, without executing them. • These techniques may include people-intensive activities or analytical activities conducted by individuals, with or without the assistance of automated tools. Software Quality Management Techniques contd..
  • 33. CMC Limited People-intensive Techniques • The setting for people-intensive techniques, including reviews and audits, may vary from a formal meeting to an informal gathering or a desk-check situation, but (usually, at least) two or more people are involved. • Preparation ahead of time may be necessary. Resources other than the items under examination may include checklists and results from analytical techniques and testing. Software Quality Management Techniques contd..
  • 34. CMC Limited Analytical Techniques • A software engineer generally applies analytical techniques. • Some techniques are tool-driven; others are manual. Some may find defects directly, but they are typically used to support other techniques. • Some also include various assessments as part of overall quality analysis. Examples of such techniques include complexity analysis, control flow analysis, and algorithmic analysis. • Each type of analysis has a specific purpose, and not all types are applied to every project. An example of a support technique is complexity analysis, which is useful for determining whether or not the design or Software Quality Management Techniques contd..
  • 35. CMC Limited • implementation is too complex to develop correctly, to test, or to maintain. • The results of a complexity analysis may also be used in developing test cases. Defect-finding techniques, such as control flow analysis, may also be used to support another activity. • For software with many algorithms, algorithmic analysis is important, especially when an incorrect algorithm could cause a catastrophic result. • Other, more formal, types of analytical techniques are known as formal methods. They are used to verify software requirements and designs. Software Quality Management Techniques contd..
  • 36. CMC Limited Dynamic Techniques • Techniques such as simulation, model checking, and symbolic execution may be considered dynamic. • Code reading may also qualify as a dynamic technique. Software Quality Management Techniques contd..
  • 37. CMC Limited Testing • SQA ensures that appropriate types of tests are planned, developed, and implemented, and V&V develops test plans, strategies, cases, and procedures. • Two types of testing may fall under the headings SQA and V&V, because of their responsibility for the quality of the materials used in the project: • Evaluation and test of tools to be used on the project • Conformance test (or review of conformance test) of components and COTS products to be used in the product; their now exists a standard for software packages Software Quality Management Techniques contd..
  • 38. CMC Limited Software Quality Measurement • The models of software product quality often include measures to determine the degree of each quality characteristic attained by the product. • Quality measures can help in the management decision-making process. • Quality measures can find problematic areas and bottlenecks in the software process; and they can help the software engineers assess the quality of their work for SQA purposes and for longer-term process quality improvement. • It assist in deciding when to stop testing. Software Quality Management Techniques contd..
  • 39. CMC Limited • While the measures for quality characteristics and product features may be useful in themselves (for example, the number of defective requirements or the proportion of defective requirements), mathematical and graphical techniques can be applied to aid in the interpretation of the measures. These fit into the following categories: • Statistically-based (for example, Pareto analysis, run charts, scatter plots, normal distribution) • Statistical tests (for example, the binomial test, chi-squared test) • Trend analysis • Prediction (for example, reliability models) Software Quality Management Techniques contd..