Quality is an elusive goal. Ask a thousand coding managers to describe quality and there's a strong chance you'll receive approximately the same number of definitions.
When I think about good quality code, three characteristics come to mind: readability, consistency, and modularity, says Lawrence Bruhmuller, vice president of engineering at Superconductive, which offers an open-source tool for data testing, documentation, and profiling.
Bruhmuller believes that code should be easily accessible by all parties. That means clear naming of variables and methods and appropriate use of whitespace, he explains. Code should also be easy enough to follow with only minimal explanatory comments. A codebase should be consistent in how it uses patterns, libraries, and tools, Bruhmuller adds. As I go from one section to the other, it should look and feel similar, even if it was written by many people.
There are several techniques project leaders can use to evaluate code quality. A relatively easy way is scanning code for unnecessary complexity, such as inserting too many IF statements in a single function, Bruhmuller notes. Leaders can also judge quality by the number of code changes needed to fix bugs, revealed either during testing or by users. However, its also important to trust the judgment of your engineers, he says. They are a great judge of quality.
The major difference between good- and poor-quality coding is maintainability, states Kulbir Raina, Agile and DevOps leader at enterprise advisory firm Capgemini. Therefore, the best direct measurement indicator is operational expense (OPEX). The lower the OPEX, the better the code, he says. Other variables that can be used to differentiate code quality are scalability, readability, reusability, extensibility, refactorability, and simplicity.
Code quality can also be effectively measured by identifying technical-debt (non-functional requirements) and defects (how well the code aligns to the laid specifications and functional requirements, Raina says. Software documentation and continuous testing provide other ways to continuously measure and improve the quality of code using faster feedback loops, he adds.
The impact development speed has on quality is a question that's been hotly debated for many years. It really depends on the context in which your software is running, Bruhmuller says.
Bruhmuller says his organization constantly deploys to production, relying on testing and monitoring to ensure quality. In this world, its about finding a magic balance between what you find before pushing to production, what you find in production, and how long it takes you to fix it when you do, he notes. A good rule of thumb is that you should only ship a bad bug less than 10% of the time, and when you do you can fix it within an hour.
There must never be a trade-off between code quality and speed, Raina warns. Both factors should be treated as independent issues. Quality and speed, as well as security, must be embedded into the code and not treated as optional, non-functional requirements, he states.
The best way to ensure code quality is by building software that delights your users, Bruhmuller says. This is best done at the team level, where a self-managing team of engineers can look at various metrics and realize when they need to address a code quality problem, he suggests. Code quality tools and technology can play a supporting role in allowing teams to measure and improve.
Aaron Oh, risk and financial advisory managing director in DevSecOps at business consulting firm Deloitte, warns developers about the misconception that good code quality automatically means secure code. Well-documented, bug-free and optimized code, for example, may still be at risk if proper security measures aren't followed, he explains.
DevSecOps is all about shifting left, Oh says, integrating security activities as early in the development lifecycle as possible. As the developer community continues to improve code quality, it should also include security best practices, such as secure coding education, static code analysis, dynamic code analysis, and software composition analysis, earlier in the development lifecycle, Oh advises.
Ultimately, the best way to ensure code quality is by following recognized coding standards. This means that standard integrated developer environments (IDEs) must be routinely checked using a variety of tools as part of the organizations peer-code review process, Raina says.
Raina also believes that enterprises should set defined coding standards and guidelines that are then properly communicated to staff and incorporated into training. Quality gates must also be put in place across an organizations software development lifecycle to ensure there are no gaps in the baselines, he states.
Modern App Dev: An Enterprise Guide
Can AI Lead the Way in Low Code/No Code App Development?
Seismic Shifts in Software Development Still Need Hardware
More here:
In Search of Coding Quality - InformationWeek
- Research, Evaluation and Learning at the International Rescue Committee - World - ReliefWeb [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Conserving Biodiversity with AI - BBN Times [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- DevOps Fundamentals You Ever Wanted To Know - hackernoon.com [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Another Perspective on Evictions - Bacon's Rebellion [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Amitabh Bachchan on fans alternate job suggestion: My job is now insured - The Indian Express [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Will You Soon Download Packaging Machine Controls from the Internet? - Packaging Digest [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- 5 free resources every data scientist should start using today - The Next Web [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Who's hoping to make an Epic impact on Green Bay area music scene with a new concert venue? | Streetwise - Green Bay Press Gazette [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Industrial robots are dominating but are they safe from cyber-attacks? - TechHQ [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Friday Rant - Rise of the Rogue-Bots? - Diginomica [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Important Reasons Why You Should Pick RoR As Your Web-Based Development Project - Customer Think [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Portrait of the software developer as an artist - ComputerWeekly.com [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Python may be your safest bet for a career in coding - Gadgets Now [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- 1Password is coming to Linux - ZDNet [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- IBM creates an open source tool to simplify API documentation - TechRepublic [Last Updated On: August 10th, 2020] [Originally Added On: August 10th, 2020]
- Mastercard : Accelerate Ignites Next Generation of Fintech Disruptors and Partners to Build the Future of Commerce - Marketscreener.com [Last Updated On: August 12th, 2020] [Originally Added On: August 12th, 2020]
- Expanding the Universe of Haptics | by Lofelt | Aug, 2020 - Medium [Last Updated On: August 12th, 2020] [Originally Added On: August 12th, 2020]
- UX Designer Salary: 5 Important Things to Know - Dice Insights [Last Updated On: August 12th, 2020] [Originally Added On: August 12th, 2020]
- Persistent memory reshaping advanced analytics to improve customer experiences - IT World Canada [Last Updated On: August 12th, 2020] [Originally Added On: August 12th, 2020]
- NextCorps and SecondMuse Open Application Period for Programs that Help Climate Technology Startups Accelerate Hardware Manufacturing - GlobeNewswire [Last Updated On: August 12th, 2020] [Originally Added On: August 12th, 2020]
- Buried deep in the ice is the GitHub code vault humanity's safeguard against devastation - ABC News [Last Updated On: August 12th, 2020] [Originally Added On: August 12th, 2020]
- Top 12 Most Used Tools By Developers In 2020 - Analytics India Magazine [Last Updated On: August 12th, 2020] [Originally Added On: August 12th, 2020]
- Facebook's React 17 JavaScript library: Here's why its top feature is 'no new features' - ZDNet [Last Updated On: August 12th, 2020] [Originally Added On: August 12th, 2020]
- CORRECTING and REPLACING Anyscale Hosts Inaugural Ray Summit on Scalable Python and Scalable Machine Learning - Business Wire [Last Updated On: August 12th, 2020] [Originally Added On: August 12th, 2020]
- Google: Here's how much we give to open source through our GitHub activity - ZDNet [Last Updated On: August 12th, 2020] [Originally Added On: August 12th, 2020]
- How Chriselle Lim And Joan Nguyen Created Bmo, The Coworking Space And Virtual Classroom Of The Future (With A Childcare Twist) - Forbes [Last Updated On: August 13th, 2020] [Originally Added On: August 13th, 2020]
- How Will Public Libraries Adapt To New School Year Norms? - Book Riot [Last Updated On: August 13th, 2020] [Originally Added On: August 13th, 2020]
- Google: We'll test hiding the full URL in Chrome 86 to combat phishing - ZDNet [Last Updated On: August 13th, 2020] [Originally Added On: August 13th, 2020]
- How to install Python 3 and PIP 3 on Ubuntu 20.04 LTS - Linux Shout - H2S Media [Last Updated On: August 13th, 2020] [Originally Added On: August 13th, 2020]
- What are Bitcoin Wallets: Everything You Need to Know - Programming Insider [Last Updated On: August 13th, 2020] [Originally Added On: August 13th, 2020]
- JSHint is Now Free Software after Updating License to MIT Expat - WP Tavern [Last Updated On: August 13th, 2020] [Originally Added On: August 13th, 2020]
- How to learn JavaScript: These are the best online courses - Mashable [Last Updated On: August 13th, 2020] [Originally Added On: August 13th, 2020]
- What developers need to know about inter-blockchain communication - ComputerWeekly.com [Last Updated On: August 14th, 2020] [Originally Added On: August 14th, 2020]
- Introducing the CDK construct library for the serverless LAMP stack - idk.dev [Last Updated On: August 14th, 2020] [Originally Added On: August 14th, 2020]
- IBM asked software developers to take on the wrath of Mother Nature - The Drum [Last Updated On: August 14th, 2020] [Originally Added On: August 14th, 2020]
- Aspire Technology Launches First Truly Secure Public Blockchain for Creation of Digital Assets - GlobeNewswire [Last Updated On: August 14th, 2020] [Originally Added On: August 14th, 2020]
- GM Creates And Shares New Workplace Safety Technologies - Pulse 2.0 [Last Updated On: August 14th, 2020] [Originally Added On: August 14th, 2020]
- Key Considerations and Tools for IP Protection of Computer Programs in Europe and Beyond - Lexology [Last Updated On: August 14th, 2020] [Originally Added On: August 14th, 2020]
- The state of application security: What the statistics tell us - CSO Online [Last Updated On: August 14th, 2020] [Originally Added On: August 14th, 2020]
- Open Source: What's the delay on the former high/middle school on North Mulberry? - knoxpages.com [Last Updated On: August 14th, 2020] [Originally Added On: August 14th, 2020]
- The Risks Associated with OSS and How to Mitigate Them - Security Boulevard [Last Updated On: August 14th, 2020] [Originally Added On: August 14th, 2020]
- news digest: Microsoft launches open source website, TensorFlow Recorder released, and Stackery brings serverless to the Jamstack - SD Times -... [Last Updated On: August 14th, 2020] [Originally Added On: August 14th, 2020]
- Build Your Own PaaS with Crossplane: Kubernetes, OAM, and Core Workflows - InfoQ.com [Last Updated On: August 17th, 2020] [Originally Added On: August 17th, 2020]
- ISRO Is Recruiting For Vacancies with Salary Upto Rs 54000: How to Apply - The Better India [Last Updated On: August 17th, 2020] [Originally Added On: August 17th, 2020]
- Does technology increase the problem of racism and discrimination? - TechTarget [Last Updated On: August 17th, 2020] [Originally Added On: August 17th, 2020]
- CORRECTING and REPLACING Anyscale Hosts Inaugural Ray Summit on Scalable Python and Scalable Machine Learning - Yahoo Finance [Last Updated On: August 17th, 2020] [Originally Added On: August 17th, 2020]
- In the City: Take advantage of open recreation, cultural and park amenities - Coloradoan [Last Updated On: August 17th, 2020] [Originally Added On: August 17th, 2020]
- Exploring the future of modern software development - ComputerWeekly.com [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Hadoop Developer Interview Questions: What to Know to Land the Job - Dice Insights [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- SiFive Opens Business Unit to Build Chips With Arm and RISC-V Inside - Electronic Design [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Use Pulumi and Azure DevOps to deploy infrastructure as code - TechTarget [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Why ASP.NET Core Is Regarded As One Of The Best Frameworks For Building Highly Scalable And Modern Web Applications - WhaTech [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- NITK figures 4th in Google Summer of Code ranking - BusinessLine [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Learn More About Dynamo for Revit: Features, Functions, and News - ArchDaily [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Linux Foundation showcases the greater good of open source - ComputerWeekly.com [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Programming language Kotlin 1.4 is out: This is how it's improved quality and performance - ZDNet [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Top 10 Languages That Paid Highest Salaries Worldwide In 2020 - Analytics India Magazine [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Programming language Rust: Mozilla job cuts have hit us badly but here's how we'll survive - ZDNet [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- In-App Bidding Gathers Steam, But Adoption Looks Nothing Like Header Bidding On The Web - AdExchanger [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- 13 thoughts on Fitting Snake Into A QR Code - Hackaday [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Newham test and trace app was designed by man who grew up in the borough - Newham Recorder [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- 'Trapped in a code' the fight over our algorithmic future - Open Democracy [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Telegram launches one-on-one video calls on iOS and Android - The Verge [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- AWS Controllers for Kubernetes Will Be A 'Boon For Developers' - CRN: Technology news for channel partners and solution providers [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Coding within company constraints - ComputerWeekly.com [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Open Source and Open Standards: The Recipe for Success Featured - The Fast Mode [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- How Intel helped give the worlds first cyborg a voice - The Next Web [Last Updated On: August 21st, 2020] [Originally Added On: August 21st, 2020]
- Tiger Woods, Rory McIlroy near bottom of field at The Northern Trust - ESPN [Last Updated On: August 22nd, 2020] [Originally Added On: August 22nd, 2020]
- Intel Owl OSINT tool automates the intel-gathering process using a single API - The Daily Swig [Last Updated On: August 22nd, 2020] [Originally Added On: August 22nd, 2020]
- IOTA Foundation presents the current projects in the mobility industry - Crypto News Flash [Last Updated On: August 22nd, 2020] [Originally Added On: August 22nd, 2020]
- How 'Fortnite' and 'Second Life' Shaped the Future of Indian Market - Santa Fe Reporter [Last Updated On: August 22nd, 2020] [Originally Added On: August 22nd, 2020]
- Apple Enters $ 2 Trillion Club, Github's Chinese Counterpart And More In This Week's Top News - Analytics India Magazine [Last Updated On: August 22nd, 2020] [Originally Added On: August 22nd, 2020]
- As world grapples with pandemic, schools are the epicenter - ABC News [Last Updated On: August 24th, 2020] [Originally Added On: August 24th, 2020]
- Why Businesses Should Embrace Modernizing Their Legacy Applications - TechBullion [Last Updated On: August 24th, 2020] [Originally Added On: August 24th, 2020]
- Is It Time To Rename RPG? - IT Jungle [Last Updated On: August 24th, 2020] [Originally Added On: August 24th, 2020]
- Phantasy Star Online programmers on breaking new ground and their Diablo-style isometric prototype - Polygon [Last Updated On: August 24th, 2020] [Originally Added On: August 24th, 2020]
- How To Learn To Program In Python By Playing Videogames - Analytics India Magazine [Last Updated On: August 24th, 2020] [Originally Added On: August 24th, 2020]
- New Microsoft program to help develop the quantum computing workforce of the future in India - Microsoft [Last Updated On: August 24th, 2020] [Originally Added On: August 24th, 2020]
- How the Docker Revolution Will Change Your Programming, Part 1 - Walter Bradley Center for Natural and Artificial Intelligence [Last Updated On: August 24th, 2020] [Originally Added On: August 24th, 2020]
- The art of developing happy customers - ComputerWeekly.com [Last Updated On: August 24th, 2020] [Originally Added On: August 24th, 2020]