LOCI Software Articles

LOCI software articles

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Open Source in Science

We believe in open software standards, open source licensing and open development processes.

We do science to discover knowledge and to improve the human condition. Computers help by enabling quantitative research:

To fully achieve these ideals, open science practices are necessary. Given the complexity of 21st century science, full details of the research methods must be open to public scrutiny for there to be any hope of achieving scientific reproducibility.

Lessons from software

“When in doubt, make it public.”
—Jeff Atwood (co-creator of Stack Overflow)

Science can learn many lessons from the recent evolution of computing toward the Internet:

The utter success of such tools serves to illustrate the power of public-facing resources and information.

Requirements for open scientific software

“An article about computational science in a scientific publication is not the scholarship itself, it is merely advertising of the scholarship.”
—David Donoho, “Wavelab and Reproducible Research,” 1995

Analogously in science, a full research publication includes:

  1. Protocols and methodology
  2. Raw data
  3. Computer code

In particular, reproducibility demands the source code of any software used to process the data. It turns out it is good for your career anyway:

“Papers describing software published as open source are amongst the most widely cited publications (e.g., BLAST, and Clustal-W), suggesting many scientific studies may not have been possible without some kind of open software to collect observations, analyze data, or present results.”
—Andreas Prlić & James Procter
Ten Simple Rules for the Open Development of Scientific Software

The Science Code Manifesto concisely summarizes the requirements for scientific software source code:

“Nobody is entitled to demand technical support for freely provided code: if the feedback is unhelpful, ignore it.”
—N. Barnes, Publish your computer code: it is good enough

Some top reasons people cite for not sharing their scientific source code include:

[Source: Victoria Stodden on Open Science, July 2009]

Fortunately, thanks to software licenses like the Community Research and Academic Programming License (CRAPL), releasing source code for the purposes of verification and reproducibility need not require any cleanup or support. As for attribution, releasing software code publicly is the best way to establish “prior art” in case infringement occurs, which can happen regardless of whether the source is published.

The CRAPL’s stipulations include:

  1. Permission to validate results
  2. Disregard any evidence of quality
  3. No mocking the author
  4. No support

The CRAPL offers a pragmatic way of saying: “Here is what I did—with no promises whether it will work for you.”

Beyond open results: towards an open process


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In actuality, both science and software are not results, but continuous processes. The best and most enduring scientific software is built to grow a community using an open software development process:

All of LOCI’s software efforts are driven with the above goals in mind.

Other aspects of an open scientific process may include:

Of course, there are new challenges when taking an open process so far, but we believe the benefits of doing so are well worth it.

The benefits of standardization

One key way of achieving software interoperability is the adoption, reuse and (where necessary) definition of software standards. Such adoption is of massive benefit to both individual scientists and commercial and academic organizations. A brief article on the benefits of standardization from thinkstandards.net (now offline) provides an excellent summary:

An extensive study initiated by DIN (German Standards Institute) and the German Federal Ministry of Economic Affairs and Technology in 1997 was completed in May 2000. The study provides detailed insight into the economic benefits for standards—to businesses and to the economy. Highlights of the study include:

  • Standards contribute more to economic growth than patents and licenses
  • Standards play a strategic significance to companies
  • Companies that participate actively in standards work have a head start on their competitors in adapting to market demands
  • Research risks and development costs are reduced for companies contributing to the standardization process
  • Business that are actively involved in standards work more frequently reap short and long term benefits with regard to costs and competitive status than those who do not participate
  • Participating in standards development enables one to anticipate technology standardization thereby facilitating one’s products progress simultaneously with technology
  • Leaders in technology should become more involved in standards
  • Standards are a positive stimulus for innovation
  • Standards are internationally respected

You can read DIN’s full publication, Economic Benefits of Standardization, in PDF format.

Many other articles have been published by various organizations documenting the advantages of standardization: