tag:blogger.com,1999:blog-31556196482371555052024-02-27T01:07:59.821-08:00Congruent ComplianceGriffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.comBlogger33125tag:blogger.com,1999:blog-3155619648237155505.post-27156840256171996182011-11-18T17:49:00.001-08:002011-11-18T17:53:26.221-08:00Illinois Water Utility Pump Destroyed After Hack<a href="http://www.pcmag.com/article2/0,2817,2396632,00.asp">http://www.pcmag.com/article2/0,2817,2396632,00.asp</a><br />
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I wonder how bad the consequences will have to be before these problems that can't be ignored.Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-75308626642892408552011-11-18T04:41:00.001-08:002011-11-18T04:43:11.967-08:00How to think about ScienceListen to episode 1.<br />
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<a href="http://www.cbc.ca/ideas/episodes/2009/01/02/how-to-think-about-science-part-1---24-listen/#episode1"> http://www.cbc.ca/ideas/episodes/2009/01/02/how-to-think-about-science-part-1---24-listen/#episode1</a><br />
<br />Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-44832686824750756492011-11-18T04:33:00.001-08:002011-11-18T04:47:44.528-08:00James Bach: “Transitioning to Context Driven Testing (from Other Schools)”<span style="font-size: large;">Birmingham Software Testing Club Meetup</span><br />
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Here’s James Bach speaking at the Meetup about “Transitioning to Context Driven Testing (from Other Schools)”.<br />
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<a href="http://sjpknight.com/2011/11/birmingham-software-testing-club-meetup-15112011-3-of-3/"> http://sjpknight.com/2011/11/birmingham-software-testing-club-meetup-15112011-3-of-3/</a><br />
<br />
... and a reference to the schools of testing: <a href="http://www.prismnet.com/%7Ewazmo/papers/four_schools.pdf">http://www.prismnet.com/~wazmo/papers/four_schools.pdf</a>Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-70893914188709477712011-11-15T04:34:00.001-08:002011-11-15T05:01:52.346-08:00Guidance on the use of AGILE practices in the development of medical device software - AAMI Technical Information Report - Working Committee DraftI had the opportunity to see an advanced copy of the document from the Association for the Advancement of Medical Instrumentation .<br />
<blockquote class="tr_bq">
<b><span style="font-size: small;">Agile TIR SW Committee Draft 1.0 10/7/2011 working draft</span></b></blockquote>
<blockquote class="tr_bq">
<b><span style="font-size: small;">AAMI Technical Information Report AAMI/TIR XX:201X</span></b><br />
<b><span style="font-size: small;"></span></b></blockquote>
<blockquote class="tr_bq">
<b><span style="font-size: small;">Guidance on the use of AGILE practices in the development of medical device software</span></b></blockquote>
<blockquote class="tr_bq">
Abstract: Over the past several years, agile software development has become an accepted method for developing software products. There have been questions from both manufacturers and regulators as to whether (or which) agile practices are appropriate for developing medical device software. Enough medical device manufacturers have implemented agile practices in their software development that answers to these questions can be documented. Having clear guidance of what practices have been found to be appropriate will be very useful for all developers of medical device software. This TIR will provide recommendations for complying with international standards and United States Food and Drug Administration (FDA) guidance documents when using practices to develop medical device software.</blockquote>
The paper describes how AGILE can bring value to medical device software, when adapted to the unique needs of medical devices.<br />
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<b>Watch for the public version of this document, review it, and comment on it.</b><br />
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<br />Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com3tag:blogger.com,1999:blog-3155619648237155505.post-17047217560527758392011-11-13T15:02:00.001-08:002011-11-15T04:24:53.582-08:00Surviving an FDA Audit: Heuristics for Exploratory TestingI am presenting at:<br />
<ul>
<li> KWSQA in Waterloo Canada on November 30th. <a href="http://www.kwsqa.org/meetings/default.asp">http://www.kwsqa.org/meetings/default.asp</a></li>
<li> Software Test Professionals Spring 2012, scheduled for March 26-29, 2012 in New Orleans, LA <a href="http://www.softwaretestpro.com/Item/5119/Save-the-Date%21/">http://www.softwaretestpro.com/Item/5119/Save-the-Date!/</a></li>
<li>STAR<i>EAST</i> <span class="GreyBoldTitle">Software Testing Analysis & Review Conference</span><span class="BlueBoldTitle"> April 15-20, 2012</span><span class="GreyBoldTitle"> Orlando, Florida <a href="http://www.sqe.com/stareast/">http://www.sqe.com/stareast/</a></span></li>
</ul>
<blockquote class="tr_bq">
In FDA regulated industries, audits are high-stakes, fact-finding
exercises required to verify compliance to regulations and an
organization’s internal procedures. Although exploratory testing has
emerged as a powerful test approach within regulated industries, an
audit is the impact point where exploratory testing and regulatory
worlds collide. Griffin Jones describes a heuristic model—Congruence,
Honesty, Competence, Appropriate Process Model, Willingness, Control,
and Evidence—his team used to survive an audit. You can use this model
to prepare for an audit or to baseline your current practices for an
improvement program. Griffin highlights the common misconceptions and
traps to avoid with exploratory testing in your regulated industry.
Avoid mutual misunderstandings that can trigger episodes of incongruous
behavior and an unsuccessful audit. Learn how to maintain your composure
during a stressful audit and leave with valuable heuristics to help you
organize and present your exploratory testing results with confidence. </blockquote>
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<br />Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com1tag:blogger.com,1999:blog-3155619648237155505.post-5193742029828481192011-11-13T14:52:00.001-08:002011-11-13T15:00:48.512-08:00Software glitch causes prescription error across R.I.<a href="http://www.cmio.net/index.php?option=com_articles&view=article&id=30336">http://www.cmio.net/index.php?option=com_articles&view=article&id=30336</a><br />
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<b><span style="font-size: small;">Software glitch causes prescription error across R.I. </span></b><br />
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<blockquote class="tr_bq">
<span style="font-size: small;">The software issue led to some discharged patients, who should have
received a prescription for timed-release form of their medication,
possibly receiving a prescription or instructions for the regular form.
Timed-release medications are generally taken once a day, whereas the
regular formulation provides the same effective dose of the medication,
but the medication is taken multiple times over the course of a day.<br /><br /> The issue does not affect emergency room patients or outpatients.<br /><br />
Lifespan contacted 2,000 patients affected by this issue to ensure they
receive the correct form of their medications. Many of the patients
were already taking the correct medication, according to the provider.</span></blockquote>
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<br />
<span style="font-size: small;">Many patients? <b>Many patients are not overdosing?</b></span><br />
<span style="font-size: small;"><br /></span><br />
<span style="font-size: small;"><b>Doesn't that mean that some patients are/were overdosing?</b></span><br />
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<br />Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com1tag:blogger.com,1999:blog-3155619648237155505.post-1238762571720764312011-10-28T14:08:00.000-07:002011-10-28T14:15:04.376-07:00Link to Better Software Conference East - StreamingI will be in Orlando at this time. <br />
<br />
<a href="http://cmcrossroads.com/alm-expo">http://cmcrossroads.com/alm-expo</a><br />
<br />
<br />
<img alt="" height="123" 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" width="400" /><br />
Registration is free.<br />
<br />Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-83331013224584131662011-09-29T18:19:00.000-07:002011-09-29T18:19:21.944-07:00Video game to treat schizophrenia seeks FDA approvalThe full (but short) article is here:<br />
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<a href="http://www.smartplanet.com/blog/rethinking-healthcare/video-game-prescription-brain-game-seeks-fda-approval/6831">http://www.smartplanet.com/blog/rethinking-healthcare/video-game-prescription-brain-game-seeks-fda-approval/6831</a><br />
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Companies are developing computer games as therapies for people with schizophrenia, depression, and anxiety. Should they be regulated, if so - how?<br />
<ol>
<li>What do you think of the FDA getting involved in regulating this kind of software?</li>
<li>What amount of change to the app, the underlying OS, or the base hardware - will be tolerated before the application has to be re-validated?</li>
<li> Will the FDA regulate these as medical devices, or as medical smartphone apps? </li>
</ol>
<br />
Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-86924431022083793982011-09-29T17:49:00.000-07:002011-09-29T17:51:25.454-07:00Study of Medical Device Recalls by FDA Over Last Four YearsFull report is from here:<br />
<a href="http://htl.li/6EMdM">http://htl.li/6EMdM</a><br />
<br />
Excerpts from the article:<br />
<blockquote>
<i>The information that is publicly available on the <a href="http://www.fda.gov/" target="_blank">FDA website </a>was
used to determine the number of devices which had been recalled over
the period from January 2008 to June 2011. The information was then analyzed on how often the FDA issued high-risk recalls of medical
devices.</i><br />
<br />
<i>The
second highest category comprises of recalls due to malfunctioning of
device which showed 35 device recalls, that is, 29% of the total
recalls.</i> </blockquote>
<blockquote>
<b><i>Given the ubiquity and variety of
medical devices in modern healthcare, it is inevitable that a proportion
will fail to perform as expected, or even cause harm. What seems
unacceptable is increasing number of medical device recalls and a system
of regulatory approval for devices that lacks even a basic level of
transparency for independent evaluation. </i></b></blockquote>
Comments: <br />
<ol>
<li>So what do you think is the acceptable proportion of medical devices that fail to perform, or cause harm?</li>
<li>What do you think of the authors claim that the regulatory approval for devices lack the basic level of transparency for independent evaluation? </li>
</ol>
<br />Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-18971465196936579382011-09-28T17:18:00.000-07:002011-09-28T17:18:47.522-07:00Opening propriety medical device software up for inspection and reviewIn the following article, the <a href="http://www.gnome.org/about/">GNOME</a> director argues for opening up propriety medical device software to review and inspection. Read the article, and follow the footnotes and links.<br />
<br />
<a href="http://www.zdnet.com/blog/open-source/gnomes-sandler-is-there-a-killer-in-the-code/9567">http://www.zdnet.com/blog/open-source/gnomes-sandler-is-there-a-killer-in-the-code/9567</a><br />
<br />
<div class="space-2 content fancy s-7">
<span class="c-1 heavy">Issues raised:</span><br />
<ol>
<li>Devices fail and people die - the public wants appropriate assurances that these deaths are investigated and effective corrective and preventive actions are taken.</li>
<li>The public is not completely ignorant of the vulnerabilities of the technology. "Trust us. We are the experts." - may not be a defensible public position for much longer. The public may demand objective, competent, 3rd party assessment of these products.</li>
<li>The FDA is going to have to learn to recognize the difference between "Checking" and "Testing" software, and begin demanding the latter.</li>
<li>With the surge in the use of medical device software, the public interest in regulating the risks to the patient of this technology will only grow over time.</li>
<li>Hacking will continue to grow as a concern.</li>
</ol>
<blockquote>
<ol>
<li><b>What is your opinion about using open source software for medical devices?</b></li>
<li><b>What if someone created an open source hardware/software implantable defibrillator, that cost 1/20th of a proprietary solution. <br /><br />Why would the insurance companies and the government not mandate their use?</b></li>
</ol>
</blockquote>
</div>
<i></i>Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-34068997990300770682011-09-28T16:09:00.000-07:002011-09-28T16:09:25.049-07:00Software Testing Insights: Magic and the EASY buttonAt TWST, I mentioned to Michael how much I enjoyed his recent "critical thinking skills for testers" video.<br />
<a href="http://www.youtube.com/watch?v=ZEIAvD_Hoys&feature=youtu.be">http://www.youtube.com/watch?v=ZEIAvD_Hoys&feature=youtu.be</a><br />
<br />
In the video Michael asks, "Are we being fooled? How?". <br />
<br />
<b>What parts of our software systems do you think are susceptible to these kinds of problems during testing?</b><br />
<br />
Little targeted videos seem to me to be an effective way to communicate to a broad audience. <br />
<br />
Michael then reminded me of this video of James and Jon testing an EASY button:<br />
<a href="http://www.youtube.com/watch?v=Vy0I2SB5OLo">http://www.youtube.com/watch?v=Vy0I2SB5OLo</a><br />
<br />
First of all, it is fun to watch James and Jon do a Recon Test. Notice the huge benefits of video recording the activity: ease of documentation during the testing activity,the ability to review exactly what really happened, share with other people, and review for your own learning.<br />
<br />
<b>If you did a similar product Recon and recorded it, what would it show?</b><br />
<b>What if your whole group did the activity, what would it show?</b><br />
<b>What if your local software testing group did this activity over the next month, and shared the results?</b><br />
<br />
And if you want to hack the EASY button, here are the instructions:<br />
<a href="http://www.youtube.com/watch?v=6OEFxc3zTls&feature=related"> http://www.youtube.com/watch?v=6OEFxc3zTls&feature=related</a>Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com1tag:blogger.com,1999:blog-3155619648237155505.post-28292178869715059022011-09-27T19:48:00.000-07:002011-10-07T09:11:22.135-07:00James Bach Interview: Match the MetaphorsUTest has published a recent interview with James Bach. James is always insightful, provocative, and can turn a phrase. Here is the link: <a href="http://blog.utest.com/testing-the-limits-with-james-bach-part-i-2/2011/09/">http://blog.utest.com/testing-the-limits-with-james-bach-part-i-2/2011/09/</a><br />
<br />
<u><b>But don't read the article yet! Take this test first.</b></u><br />
<br />
Match column A, with James's metaphor from column B:<br />
<br />
<u><b>A B</b></u><br />
testing maturity models like frightened bunnies<br />
certification like trying to invent an android that can talk to your wife for you<br />
being a developer <b> </b> like a possum <br />
the quest for the clever tool a sin for testers<br />
belief <b> </b>like completing 25 crossword puzzles every day<br />
tester giving a report <b> </b>grand festival of waste<br />
fake software testing a tape worm parasite, living off our flesh<br />
<br />
Pencils down. Now read the article. And Part II:<br />
<a href="http://blog.utest.com/testing-the-limits-with-james-bach-part-ii-2/2011/09/#more-14621">http://blog.utest.com/testing-the-limits-with-james-bach-part-ii-2/2011/09/#more-14621</a><br />
<br />
PS: James says - "I’ve been playing with “R”. It’s a free statistical analysis system.
<br />
There are several books on it. I love tools that help me work with complicated data."<br />
<i>- I will have to connect him with Meijian</i><br />
<br />
PPS: The tool that has helped me most recently is my Canon solid state video recorder combined with my micro tripod.<br />
<i>- I will have to add one to my kit. I already have a flip video camera.</i><br />
<br />
<b>So what is your opinion on what James said?</b>Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-90687343857485933922011-09-27T14:05:00.000-07:002011-09-27T16:17:14.175-07:00TWST 7: Testers, stakeholders and ethical questionsOver the weekend I was attending a peer conference: <br /> <b>7th annual Toronto Workshop on Software Testing (TWST).</b><br />
<br />
The theme of the workshop was:<br />
<blockquote>
<b><i>“Stakeholders: the tester’s duty to represent, and other ethical questions”.</i></b><br />
<ol>
<li><i>Do we have a duty to represent the stakeholders of a software system?</i></li>
<li><i>How do we determine who they are? </i></li>
<li><i>If there are conflicting priorities, how do we decide which stakeholder group is “more important”?</i></li>
<li><i>How far do we take our responsibilities? </i></li>
<li><i>Are there other ethical issues with regard to stakeholders that you have experienced in your testing?</i></li>
</ol>
</blockquote>
I found the subject particularly interesting since I spend so much of my time testing medical products. The patient stakeholder has very little power, bears the risks, and will suffer direct harm if there are failures. For me, there is an ethical responsibility to appropriately consider and protect vulnerable stakeholders. "Ethical Conduct" after all is the first principle in the World Health Organization's Handbook on GCP.<br />
<br />
One interesting finding from the workshop was the concept of "the zeroth ethical stakeholder" - which is yourself. People need to be more self-aware of the ethical dilemmas they are entering, how they will resolve competing values between stakeholders, and what their ethical bright-lines are.<br />
<br />
Ethical concerns are corrosive and need to be surfaced and dealt with - ethically and congruently - for the health of the people, the organization, and project.<br />
<br />
<ol>
<li><b>Do you think testers have an ethical duty to stakeholders?</b></li>
<li><b>Have you had ethical concerns during your projects? </b></li>
<li><b>How was it resolved?</b></li>
<li><b>How does the culture of your organization or project deal with people's ethical concerns?</b></li>
<li><b>What are your ethical bright-lines that you would leave/quit over?</b></li>
</ol>
<br />
<br />
<br />
<br />
<br />Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-7220647133208682542011-09-23T21:14:00.000-07:002011-09-23T21:14:27.980-07:00Coverup of $217m software bug causes $2.5m penalty, plus accusation of fraud<h2>
Finance software bug causes $217m in investor losses</h2>
<div class="standfirst">
Dev pays $2.5m for hiding decimal-percentage flaw</div>
<br />
<a href="http://www.theregister.co.uk/2011/09/22/software_bug_fine/">http://www.theregister.co.uk/2011/09/22/software_bug_fine/</a><br />
<br />The article emphasizes a point that Cem Kaner makes about how the law is applied to software products. Software producers need to fully disclose their bugs that will materially impact their customers. Else you risk perpetrating fraud.<br />
<br />
Our software does not have to be perfect (else we would never ship the product). But it is a reasonable expectation that when the producer becomes aware of a material defect in the product, they have an obligation to notify their customers of the defect.<br />
<blockquote>
<i>“In 2009, an employee of Rosenberg's company, Barr Rosenberg Research
Center, discovered a two-year-old bug in the code that caused it to
incorrectly calculate risks. </i></blockquote>
<b>How seriously do you consider correcting newly discovered problems that exists in multiple previous versions of the product? Do you discount fixing it because the customer has not reported the problem?</b><br />
<blockquote>
<i>The error stemmed from the failure to
reconcile the use of decimals in some of the data and percentages in
other information, causing risks to routinely be underrepresented. </i></blockquote>
<b>I have seen that exact same type of data precision error before. Have you? What would it look like?</b><br />
<blockquote>
<i>The
employee disclosed his findings to Rosenberg and the firm's board of
directors that same year.</i><i></i></blockquote>
<b>I wonder if they fired him for finding and disclosing that bug all the way to the board of directors.</b><i><br /></i><br />
<blockquote>
<i>Rosenberg directed the others to keep quiet about the error and to not
inform others about it, and he directed that the error not be fixed at
that time,”</i></blockquote>
<b>Did Rosenburg make an ethical choice with respect to all the stakeholders? </b><br />
<blockquote>
<i>The error caused about $217 million in losses to more than 600 client portfolios.</i></blockquote>
<blockquote>
<i>In addition to paying the $2.5 million penalty, Rosenberg agreed to never again work in the securities industry. </i></blockquote>
<blockquote>
<i>The SEC said Rosenberg willfully violated anti-fraud provisions of the Investment Advisers Act of 1940.</i></blockquote>
<b>The coverup is what really got him - because it lead to a fraud. Plus he got the industry death-penalty.</b><br />
<br />
<b>What one lesson from this story would you apply to the way you manage your corrective action process?</b>Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com2tag:blogger.com,1999:blog-3155619648237155505.post-65621056215974263292011-09-22T17:44:00.000-07:002011-09-22T17:46:15.867-07:00Software Testing in the Medical Domainby Ruud Cox, Patrick Duisters & Jurian van de Laar<br />
<br />
<a href="http://www.improveqs.nl/files/testingexperience13_03_11_Cox_Duisters_Laar.pdf">http://www.improveqs.nl/files/testingexperience13_03_11_Cox_Duisters_Laar.pdf</a><br />
<br />
A short three page article about how the particularities of the medical domain influences the organization of software testing. The authors make good observations and their recommendations are similar to mine.<br />
<br />
<b>How do you react to the articles comments on traceability, the collection of evidence, risk-based testing, and exploratory testing?</b>Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-53310032163351070712011-09-21T17:07:00.000-07:002011-09-21T17:13:14.764-07:00Test Design Course's Bibliography - Cem Kaner<h2 class="post-title-single">
<span style="font-size: small;"><a href="http://kaner.com/?p=100">A New Course on Test Design: The Bibliography by Cem Kaner</a><span style="font-weight: normal;"> </span></span></h2>
Good news! Cem Kaner is about to release his long awaited course on test design. <br />
<br />
As part of that process, Cem has released the bibliography of the class - with over 500 references. <br />
<br />
Bookmark the list, and happy reading!<br />
<br />
<br />
<br />
<br />
<br />
<br />Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-81801603992079949302011-09-20T19:46:00.000-07:002011-10-06T07:11:17.101-07:00Parking Meter HICCUPPS Too Expensive to Fix<span style="font-size: large;">Saskatoon Parking Meter "Cheating Glitch" Too Expensive To Fix</span><br />
<a href="http://www.thecarconnection.com/news/1066342_saskatoon-parking-meter-cheating-glitch-too-expensive-to-fix"><span style="font-size: x-small;">http://www.thecarconnection.com/news/1066342_saskatoon-parking-meter-cheating-glitch-too-expensive-to-fix</span></a><br />
<span style="font-size: large;"><a href="http://www.thestarphoenix.com/technology/Park+free+downtown+users+exploit+card+glitch/5316815/story.html"><span style="font-size: x-small;">http://www.thestarphoenix.com/technology/Park+free+downtown+users+exploit+card+glitch/5316815/story.html </span></a></span><br />
<br />
This is the intersection of a real issue from the field, and the practical application of M. Bolton's test heuristic HICCUPPS. <a href="http://www.developsense.com/articles/2005-01-TestingWithoutAMap.pdf">http://www.developsense.com/articles/2005-01-TestingWithoutAMap.pdf </a><br />
<a href="http://www.developsense.com/articles/2005-01-TestingWithoutAMap.pdf"></a><br />
<br />
Great quote: "I guess I was shocked actually that there was possibly a way to even do
that kind of thing. I don't know who figured it out in the first
place," he said in an interview Friday.<span style="font-size: large;"> </span><br />
<br />
<span style="font-size: small;">Some interesting questions:</span><br />
<span style="font-size: small;">a. I wonder what the organizational root causes were for this issue escaping were.</span><br />
<span style="font-size: small;">b. If the system was designed with roles or use cases, I wonder if there were any "</span>cheater" roles/use cases.<br />
c. It seems like such an obvious test, that I wonder if it was known before shipping the product - but not publicly disclosed.<br />
d. I wonder how much the public embarrassment was worth in their mind, when they decided the fix was too expensive. <br />
<br />
<b>Do you test for malicious intent or use, or exploitation of your systems?</b><br />
<br />
<b>Does your organization test using the HICCUPPS heuristic, per Michael Bolton's article? </b><br />
<br />
<b>What parts of the HICCUPPS heuristic do you think are the strongest reasons to advocate for getting this issue fixed? </b> Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-84886118356137761912011-09-19T19:11:00.000-07:002011-09-19T19:11:58.641-07:00Human ingenuity trounces automated methods: "Scientists Astonished"<h1 class="headline" id="yui_3_3_0_1_1316476717670438">
<span style="font-size: large;">Online gamers crack AIDS enzyme puzzle</span></h1>
from: <a href="http://news.yahoo.com/online-gamers-crack-aids-enzyme-puzzle-175427367.html">http://news.yahoo.com/online-gamers-crack-aids-enzyme-puzzle-175427367.html</a><br />
<br />
<div style="font-family: Times,"Times New Roman",serif;">
<b><i>I found this article an interesting parallel to software testing and soft project management.</i></b></div>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
Online
gamers have achieved a feat beyond the realm of Second Life or Dungeons
and Dragons: they have deciphered the structure of an enzyme of an
AIDS-like virus that had thwarted scientists for a decade. </div>
</div>
</blockquote>
<div style="font-family: Times,"Times New Roman",serif;">
<b><i><span style="font-family: Times,"Times New Roman",serif; font-size: small;">This was a difficult problem that had frustrated smart scientists.</span></i></b></div>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
<div id="yui_3_3_0_1_1316476717670577">
The exploit is published on Sunday
in the journal Nature Structural & Molecular Biology, where --
exceptionally in scientific publishing -- both gamers and researchers
are honoured as co-authors.</div>
</div>
</div>
</blockquote>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
Their target was a monomeric protease enzyme, a cutting agent in the
complex molecular tailoring of retroviruses, a family that includes HIV.</div>
</div>
</blockquote>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
Figuring out the structure of proteins is vital for understanding the
causes of many diseases and developing drugs to block them. <i><br /></i></div>
</div>
</blockquote>
<div style="font-family: Times,"Times New Roman",serif;">
<b><i>So solving this problem was meaningful. </i></b></div>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
<i>
</i>But a microscope gives only a flat image of what to the outsider
looks like a plate of one-dimensional scrunched-up spaghetti.
Pharmacologists, though, need a 3-D picture that "unfolds" the molecule
and rotates it in order to reveal potential targets for drugs. </div>
</div>
</blockquote>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
This is where Foldit comes in. </div>
</div>
</blockquote>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
Developed in 2008 by the University
of Washington, it is a fun-for-purpose video game in which gamers,
divided into competing groups, compete to unfold chains of amino acids
-- the building blocks of proteins -- using a set of online tools. <i><br /></i></div>
</div>
</blockquote>
<div style="font-family: Times,"Times New Roman",serif;">
<b><i>Here is the link to the game. <a href="http://fold.it/%20">http://fold.it/</a> </i></b></div>
<div style="font-family: Times,"Times New Roman",serif;">
<i>This site could be a potential application for weekend testing. <br /> <a href="http://weekendtesting.com/chapters/america">http://weekendtesting.com/chapters/america</a></i></div>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
<i>
</i>To the astonishment of the scientists, the gamers produced an accurate model of the enzyme in just three weeks. <i><br /></i></div>
</div>
</blockquote>
<div style="font-family: Times,"Times New Roman",serif;">
<b><i> Astonished? Really? Because they were not recognized and certified as experts in this field by scientists?</i></b></div>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
Cracking the enzyme "provides new
insights for the design of antiretroviral drugs," says the study,
referring to the lifeline medication against the human immunodeficiency
virus (HIV). </div>
</div>
</blockquote>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
It is believed to be the first time that gamers have resolved a long-standing scientific problem. </div>
</div>
</blockquote>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
"We wanted to see if human
intuition could succeed where automated methods had failed," Firas
Khatib of the university's biochemistry lab said in a press release. </div>
</div>
</blockquote>
<i style="font-family: Times,"Times New Roman",serif;"><b>What a nice quote:</b> "We wanted to see if human
intuition could succeed where automated methods had failed." Jerry Weinberg introduced me to the MOIJ model. <br /><a href="http://www.nkarten.com/moimodel.pdf">http://www.nkarten.com/moimodel.pdf</a> <a href="http://www.estherderby.com/2011/07/empowering-leadership-ii.html"><br />http://www.estherderby.com/2011/07/empowering-leadership-ii.html</a> <br /><b>It seems to me Firas did a "big jiggle" and changed the motivation, organization, and information around the problem.</b></i><br style="font-family: Times,"Times New Roman",serif;" /><blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
"The ingenuity of game players is a
formidable force that, if properly directed, can be used to solve a
wide range of scientific problems." </div>
</div>
</blockquote>
<div style="font-family: Times,"Times New Roman",serif;">
<i><b>To paraphrase:</b> "The ingenuity of people is a
formidable force that, if properly directed, can be used to solve a
wide range of problems." </i><i>I would love to hear a debrief of this project. </i></div>
<div style="font-family: Times,"Times New Roman",serif;">
<b><i>The folded protein problem was the easy problem. The hard problem is the shaping, enabling, and nurturing individuals and groups to be more effective problem solvers. </i></b></div>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
One of Foldit's creators, Seth Cooper, explained why gamers had succeeded where computers had failed. </div>
</div>
</blockquote>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
"People have spatial reasoning skills, something computers are not yet good at," he said. </div>
</div>
</blockquote>
<div style="font-family: Times,"Times New Roman",serif;">
<b><i>Score +2 for the humans. </i></b></div>
<div style="font-family: Times,"Times New Roman",serif;">
<i>+1 for our collective intuition and spatial reasoning skills. </i></div>
<div style="font-family: Times,"Times New Roman",serif;">
<i>+1 for project management choosing to stop ineffectively hammering on the problem with automated methods - and try something different. </i></div>
<div style="font-family: Times,"Times New Roman",serif;">
<b><i>What I want to know is, "Why did it take ten years to jiggle the industry to try something different? And is that longer or shorter than we should have expected?"</i></b></div>
<blockquote style="font-family: Times,"Times New Roman",serif;">
<div class="yom-mod yom-art-content" id="yui_3_3_0_1_1316476717670570">
<div class="bd" id="yui_3_3_0_1_1316476717670569">
<div id="yui_3_3_0_1_1316476717670650">
"Games provide a framework for
bringing together the strengths of computers and humans. The results in
this week's paper show that gaming, science and computation can be
combined to make advances that were not possible before."</div>
</div>
</div>
</blockquote>
<div style="font-family: Times,"Times New Roman",serif;">
<i><b>Tools should create a framework for bringing together the strengths of computers and humans;</b> striving to extend and magnify the capabilities of humans while remaining a servant to informed human judgement and ethics. If only all our software testing tools actualized this ideal.</i></div>
<div style="font-family: Times,"Times New Roman",serif;">
<i><br /></i></div>
<div style="font-family: Times,"Times New Roman",serif;">
<b><i>What other 'three-week-technical-solutions' are being blocked by our unrecognized project management problems? </i></b></div>
<b style="font-family: Times,"Times New Roman",serif;"><i><br />What unsolvable technical problem do you have that might get solved by a big jiggle?</i></b>Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-32405953408161597742011-09-18T17:44:00.000-07:002011-09-23T21:26:45.453-07:00"Downgraded to Testing" by Jerry Weinberg<h3 class="post-title entry-title" style="font-weight: normal;">
<span style="font-size: small;"><u><b><a href="http://secretsofconsulting.blogspot.com/2011/09/downgraded-to-testing.html">Jerry provides some career advice to a tester.</a> </b></u></span></h3>
<br />
While the whole little article is very good, I am going to pull one part of Jerry's advice out and comment on it.<br />
<blockquote>
<i>Your boss has demonstrated he has no interest in "fair enough." And no
interest in your career or your family. Your approach is all wrong. You
should first find yourself a job in an organization that already values
Testing, at least slightly.<br /><br />
In my experience, an organization like yours is never (at least in your
working lifetime) going to value testing enough to value you, or pay you
what you're worth to them. Nor will it be a good place to learn the
profession. All you will learn is what I'm telling you now: that is, you
shouldn't stay in this job a moment longer than you must in order to
see that your family is fed. (For example, if your wife works, see if
you can simplify your finances so you can live on her income, at least
for a short time.)</i>
</blockquote>
In my travels, there were times where I fell into this trap. It is harsh to hear, "we don't value what you do very much" - technical people are sensitive to that kind of message. Jerry has defined quality as, "Quality is value to some person (who matters)". In this context, the boss matters and the value you are offering is lacking (from their perspective). That is "OK". The organization is not pure evil and you are not a shlub. The answer is in between. Get over it - you are not going to convert them to your view of the world. Move on.<br />
<br />
And one of the nice things about consulting is having to consciously work through the issues: "what is your value?", and "is the potential client's problem a problem for me?". As I've gotten older I've become less emotionally wrapped-around-the-axel, and adopted a "It is just business. You are not giving me what I want - and I can say no to this relationship.".<br />
<br />
<br />Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com1tag:blogger.com,1999:blog-3155619648237155505.post-62785155747361622282011-09-17T14:23:00.000-07:002011-09-17T18:40:49.706-07:00Meat industry parallels to software testing<a href="http://www.wane.com/dpps/health/healthy_living/govt.-to-expand-e.-coli-tests-in-meat_3941223">Govt. to expand E. coli tests in meat - Meat industry says added testing too expensive</a><br />
<br />
Notice the parallels to software "checking".<br />
<br />
<blockquote>
<i><b>Cost: </b> The meat industry immediately opposed the move, saying it is too expensive to do the tests and there isn't enough benefit.</i></blockquote>
<blockquote>
<i><b>Prevention versus detection:</b> "USDA will spend millions of dollars testing for these strains instead
of using those limited resources toward preventive strategies that are
far more effective in ensuring food safety,"</i></blockquote>
<blockquote>
<i> <b>Problem Severity: </b>"People get kidney failure, people die, people have long-term complications. The number the bug has isn't really relevant."</i></blockquote>
<blockquote>
<i> <b>Expanding customer expectations:</b> At least one consumer advocacy group said it wants the department to go even further.</i></blockquote>
Do you find that your software testing/checking faces similar pressures as the meat industry?<br />
How do you react to those pressures?<br />
If the E. coli bugs were software bugs, how would you react?Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com2tag:blogger.com,1999:blog-3155619648237155505.post-11294887444625252522011-09-16T19:53:00.000-07:002011-09-17T09:45:39.636-07:00FDA regulation: mobile applications and clinical decision support systems<span id="ctl00_ctl00_pnlOutputText_Area1_ctl01_lblArticleHeadline">The FDA recently held a public forum to discuss the regulation of mobile medical applications and clinical decision support systems. The meeting is discussed here:</span><br />
<br />
<a href="http://www.drbicuspid.com/index.aspx?Sec=sup&Sub=img&pag=dis&ItemID=308606&wf=47"><span id="ctl00_ctl00_pnlOutputText_Area1_ctl01_lblArticleHeadline">FDA forum explores regulation of mobile medical apps</span></a><br />
<br />
<a href="http://www.cmio.net/index.php?option=com_articles&view=article&id=29537">AMIA advises FDA on CDS mobile app oversight </a><br />
<br />
<a href="http://www.ihealthbeat.org/articles/2011/9/15/amia-offers-guidance-to-fda-on-regulation-of-mobile-medical-apps.aspx">AMIA Offers Guidance to FDA on Regulation of Mobile Medical Apps</a><br />
<br />
<a href="http://www.amia.org/sites/amia.org/files/FINAL%20FDA%20Mobile%20Apps%20Presentation%20-%20Bloomrosen-AMIA%20_09_12_11.pdf">Text of AMIA PRESENTATION TO FDA Public Workshop - Mobile Medical Applications Draft Guidance September 12-13, 2011</a><br />
<br />
<span id="ctl00_ctl00_pnlOutputText_Area1_ctl01_lblArticleHeadline"> </span><span id="ctl00_ctl00_pnlOutputText_Area1_ctl01_lblArticleHeadline">Here is a pull quote that is a good summary:</span><br />
<blockquote>
<i><span class="maBody"></span></i><br />
<i>Nobody disagreed that the FDA should
regulate mobile medical apps used specifically for diagnostic or
clinical treatment purposes. But for apps in which the use might not be
clearly defined, apps that are accessories to other medical devices, and
accessories supporting medical apps, the opinions that were expressed
reflected controversy and concern.</i><br />
<br />
<i>
Mobile devices and the medical apps that support them represent a
technology explosion, sure to make a revolutionary change in healthcare
delivery. The crux is how the FDA can keep up with mobile developments,
protecting patients from potential harms without stifling innovation and
R&D investment.</i></blockquote>
Look at all these free medical applications: <a href="http://www.imedicalapps.com/2010/02/top-10-free-iphone-medical-apps-for-health-care-professionals/1/">Top 10 Free iPhone Medical Apps for Health care Professionals</a> and this <a href="http://www.imedicalapps.com/2011/01/top-free-android-medical-apps-healthcare-professionals/">Top 15 Free Android Medical apps for Healthcare </a><br />
<br />
What is the FDA going to do when someone creates an anonymous free droid application distributed directly to the public that collects and analyzes ECG data - then it makes a clinical recommendation that is correct 97% of the time? Will a 3% error rate be accepted if the cost is zero? <br />
---<br />
Blog Updates: <br /><br />
<table border="0" cellpadding="0" cellspacing="0"><tbody>
<tr><td style="padding: 0px 8px 16px 8px;"><a href="http://www.google.com/url?sa=X&q=http://www.fdalawblog.net/fda_law_blog_hyman_phelps/2011/09/fda-public-meeting-on-mobile-medical-apps-and-stand-alone-clinical-decision-support-software.html&ct=ga&cad=CAcQAhgAIAEoATACOABA6ZnS8wRIAVgAYgVlbi1VUw&cd=RuLvmYtJ4jw&usg=AFQjCNHb19kuPLWI8pr52ADtIqJw5cYvjQ" style="color: #1111cc;" target="_blank">FDA Law Blog: FDA Public Meeting on Mobile Medical Apps and ...</a><br /><span>By Carmelina G. Allis - Below is a summary of some of the key issues discussed during FDA's September 12 and 13, 2011, public meeting on the recently issued ...<br /><a href="http://www.google.com/url?sa=X&q=http://www.fdalawblog.net/fda_law_blog_hyman_phelps/2011/09/fda-public-meeting-on-mobile-medical-apps-and-stand-alone-clinical-decision-support-software.html&ct=ga&cad=CAcQAhgAIAEoBDACOABA6ZnS8wRIAVgAYgVlbi1VUw&cd=RuLvmYtJ4jw&usg=AFQjCNHb19kuPLWI8pr52ADtIqJw5cYvjQ" style="color: #228822;" target="_blank" title="http://www.fdalawblog.net/fda_law_blog_hyman_phelps/2011/09/fda-public-meeting-on-mobile-medical-apps-and-stand-alone-clinical-decision-support-software.html">www.fdalawblog.net/.../fda-<wbr></wbr>public-meeting-on-mobile-<wbr></wbr>medica...</a></span></td></tr>
<tr><td style="padding: 0px 8px 16px 8px;"><a href="http://www.google.com/url?sa=X&q=http://www.auntminnie.com/index.aspx%3Fsec%3Dsup%26sub%3Dris%26pag%3Ddis%26ItemID%3D96446%26wf%3D1&ct=ga&cad=CAcQAhgAIAEoATADOAFA6ZnS8wRIAVgAYgVlbi1VUw&cd=RuLvmYtJ4jw&usg=AFQjCNH2rykCDN92_mWdK7Ebpy1DwM2v4Q" style="color: #1111cc;" target="_blank">FDA public workshop weighs clinical decision support - AuntMinnie ...</a><br /><span>The FDA wanted to get input from panel members on how to assess these kinds of software, including important factors to assess, allowing the agency to ...<br /><a href="http://www.google.com/url?sa=X&q=http://www.auntminnie.com/index.aspx%3Fsec%3Dsup%26sub%3Dris%26pag%3Ddis%26ItemID%3D96446%26wf%3D1&ct=ga&cad=CAcQAhgAIAEoBDADOAFA6ZnS8wRIAVgAYgVlbi1VUw&cd=RuLvmYtJ4jw&usg=AFQjCNH2rykCDN92_mWdK7Ebpy1DwM2v4Q" style="color: #228822;" target="_blank" title="http://www.auntminnie.com/index.aspx?sec=sup&sub=ris&pag=dis&ItemID=96446&wf=1">www.auntminnie.com/index.aspx?<wbr></wbr>sec=sup&amp;sub...</a></span></td></tr>
<tr><td style="padding: 0px 8px 16px 8px;"><a href="http://www.google.com/url?sa=X&q=http://www.emergogroup.com/blog/2011/09/fda-mobile-apps-workshop-getting-handle-clinical-decision-support-systems&ct=ga&cad=CAcQAhgAIAEoATAEOAJA6ZnS8wRIAVgAYgVlbi1VUw&cd=RuLvmYtJ4jw&usg=AFQjCNHm7vcdgBXf2LWzMB8vlSIslgWDXA" style="color: #1111cc;" target="_blank">Mobile medical apps, clinical decision support software</a><br /><span>FDA panel discussions on the difficulties of regulating clinical decision support software.<br /><a href="http://www.google.com/url?sa=X&q=http://www.emergogroup.com/blog/2011/09/fda-mobile-apps-workshop-getting-handle-clinical-decision-support-systems&ct=ga&cad=CAcQAhgAIAEoBDAEOAJA6ZnS8wRIAVgAYgVlbi1VUw&cd=RuLvmYtJ4jw&usg=AFQjCNHm7vcdgBXf2LWzMB8vlSIslgWDXA" style="color: #228822;" target="_blank" title="http://www.emergogroup.com/blog/2011/09/fda-mobile-apps-workshop-getting-handle-clinical-decision-support-systems">www.emergogroup.com/.../fda-<wbr></wbr>mobile-apps-workshop-getting..<wbr></wbr>.</a></span></td></tr>
</tbody></table>
<br />Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-63703407946030542982011-09-15T14:36:00.000-07:002011-09-15T14:36:37.053-07:00Spitting Cheerios - How to Learn FasterAt PSL I had a social conversation with <a href="http://www.geraldmweinberg.com/Site/Home.html">Jerry Weinberg</a> that has stuck with me.<br />
<br />
Jerry and I talked about dogs: our dogs, training our dogs, how to train our dogs, and lessons I learned while training my dog. It was an opportunity for me share my love of dogs with someone who I respect, who has that same passion.<br />
<br />
Now Jerry and his wife <a href="http://home.earthlink.net/%7Ehardpretzel/DaniDogPage.html">Dani are expert dog trainers</a>, while I am an enthusiastic amateur owner who went through one class. Some of the insights I learned from training my dog where:<br />
<ul>
<li>Trust is fundamental.</li>
<li>You are always training your dog.</li>
<li>What is called "dog training" is really "owner training".</li>
<li>Be intentional.</li>
<li>Be clear - simplify your communications.</li>
</ul>
When I first started training, I became frustrated with my inability to give treats to my dog. I was too slow and I would quickly run out of nibbles. <br />
<br />
Finally I resolved to do something different. I observed that my trainer had a treat pouch on her belt. So I bought one and started using it like she did. I filled it up with kettle corn popcorn, and would reach in and reward the dog when I saw the behavior I wanted. What a simple and optimized solution.<br />
<br />
I shared that story with Jerry, and he replied: "I reward the dog by spitting Cheerios."<br />
<br />
For two seconds the meaning of those words were pure moon-language to me. Then my solution crashed down like a house-of-cards in the face of Jerry's better solution. I tried it when I returned home - it is more effective.<br />
<br />
So what does this have to do with software testing or organizational change? <br />
<br />
Before my conversation with Jerry, I had been thinking about how my "training-Griffin-to-train-my-dog" learnings were so similar to "training-Griffin-to-be-a-better-change-artist".<br />
<ul>
<li>Trust is fundamental to taking risks.</li>
<li>You are always training yourself, (especially when you are not training).</li>
<li>Focus on yourself, not the other people.</li>
<li>Be intentional.</li>
<li>Be clear - simplify your communications.</li>
</ul>
And then I wondered, have I been "spitting cheerios", or using some inferior recognition/reward method with myself?<br />
How can I have that positive reward waiting-on-my-lips (pun intended) for the exact golden-moment?<br />
The metaphor forced me to re-examine some old habits and search for better alternatives.<br />
<br />
I still struggle <b><i>doing</i></b> this, but learning how to "spit a Cheerio" is helping me learn faster.<br />
Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-40202096280027030252011-09-15T12:06:00.000-07:002011-09-15T15:52:22.681-07:00Discount Code - Agile Development Practices East 2011I'm a speaker at the Agile Development Practices East 2011 conference this November.<br />
<a href="http://www.sqe.com/AgileDevPracticesEast/">http://www.sqe.com/AgileDevPracticesEast/</a><br />
<br />
<div class="MsoNormal">
Here is a special discount code, <b><span style="color: red;">SPAS</span></b>, that allows you to receive up to an extra $200 off your
conference registration. Combined with Early Bird Pricing, which ends
October 7, that means up to <b><span style="color: red;">$400 off</span></b>.</div>
<div class="MsoNormal">
<span class="Title SessionTitle DarkText"> </span></div>
<div class="MsoNormal" style="text-align: center;">
<b><span class="Title SessionTitle DarkText"><u>Surviving an FDA Audit: Heuristics for Exploratory Testing</u><span class="StatusBanner"><u>
</u> <img alt="C" src="http://www.sqe.com/AgileDevPracticesEast/images/C.png" title="C" />
</span></span><span class="SME"> </span></b>
</div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
<span class="SME"></span><span class="BodyText"><i>In FDA regulated industries, audits are high-stakes,
fact-finding exercises required to verify compliance to regulations and
an organization’s internal procedures. Although exploratory testing has
emerged as a powerful test approach within regulated industries, an
audit is the impact point where exploratory testing and regulatory
worlds collide. Griffin Jones describes a heuristic model—Congruence,
Honesty, Competence, Appropriate Process Model, Willingness, Control,
and Evidence—his team used to survive an audit. You can use this model
to prepare for an audit or to baseline your current practices for an
improvement program. Griffin highlights the common misconceptions and
traps to avoid with exploratory testing in your regulated industry.
Avoid mutual misunderstandings that can trigger episodes of incongruous
behavior and an unsuccessful audit. Learn how to maintain your composure
during a stressful audit and leave with valuable heuristics to help you
organize and present your exploratory testing results with confidence.</i>
</span></div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
The presentation will be similar to my presentation at CAST 2011, with more of an Agile development slant.</div>
<a href="http://www.associationforsoftwaretesting.org/conference/cast-2011/proceedings/">http://www.associationforsoftwaretesting.org/conference/cast-2011/proceedings/</a><br />
<br />
BTW - I am interested in presenting to local software testing, regulatory compliance, and quality organizations or work groups. Please contact me. <br />
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Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-53548375295109373292011-09-14T20:01:00.000-07:002011-09-14T20:01:58.989-07:00The FDA's Audit Playbook and Auditor EtiquetteWant to know how the FDA is going to audit your Quality System?<br />
Want to evaluate your system for yourself?<br />
Why not use the FDA's own Guide to Inspections of Quality Systems (all 107 pages)? <br />
<br />
<a href="http://www.fda.gov/downloads/ICECI/Inspections/UCM142981.pdf">http://www.fda.gov/downloads/ICECI/Inspections/UCM142981.pdf</a><br />
<br />
This is one touch stone I use when I create, run, evaluate, and re-tune a Quality System. I am constantly asking myself how what I am seeing/hearing/reviewing is providing the quality and quantity of information I will need to successfully answer these questions. <br />
<br />
How do you measure up? Where are you strong? Weak? Look for the root causes of your answers.<br />
<br />... meanwhile ...<br />
<br />
When the auditor shows up...<br />
<br />
<a href="http://carl1anderson.wordpress.com/2011/05/29/gxp-audit-techniques-etiquette/">http://carl1anderson.wordpress.com/2011/05/29/gxp-audit-techniques-etiquette/</a><br />
<br />
Here are some reasonable expectations of how an auditor should behave and treat the subjects of the audit. Audit preparation includes considering how you are going to recognize and react to inappropriate auditor behavior.<br />
<br />
Wouldn't it be interesting if the auditor set these expectations right in the beginning of the audit process?<br />
<br />
<br />
<br />
<br />
Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0tag:blogger.com,1999:blog-3155619648237155505.post-76533889346007232582011-09-13T19:11:00.000-07:002011-09-14T03:32:07.563-07:00"The Art of Compliance" by Robert A. Rhoades of Quintiles Consulting.<a href="http://www.quintiles.com/information-library/white-papers/sustainable-regulatory-compliance/">http://www.quintiles.com/information-library/white-papers/sustainable-regulatory-compliance/</a><br />
<br />
<i><span style="font-size: small;">"The Art of Compliance - Turning Regulatory Compliance into Sustainable Business Advantage" by </span><b style="font-weight: normal;">Robert A. Rhoades</b> - Practice Leader, Quality Systems at Quintiles Consulting.</i><br />
<br />
<i>The last few years have presented extraordinary regulatory and
quality compliance challenges for pharmaceutical, biotechnology, and
medical device companies charged to do more with less as a result of
consolidation, restructuring, and economic uncertainty. Without the
right attention, these challenges can permit systems and processes to
weaken, domain and critical thinking expertise to erode, and core
quality principles to be neglected, leaving companies vulnerable to
compliance lapses and enforcement action.</i><br />
<br />
<i>Companies can no longer
afford to take a traditional compliance approach in this heightened
regulatory environment. In the traditional compliance approach, Quality
Assurance and Compliance are backroom cost centers, the internal police
or “sales prevention” departments perceived as piling on non-value added
requirements that detract from the company’s ability to innovate and be
profitable. </i><br />
<br />
<h3 style="font-weight: normal;">
<span style="font-size: small;">This short white paper describes a strategic vision and business justification for the idea of "sustainable compliance", and moving up the "compliance maturity curve". The use of maturity smells too much like CMM for my tastes, and I'm working on combining Robert's concepts with Jerry Weinberg's software engineering cultural patterns. Jerry gives each pattern a name, then describes for each pattern: view of themselves, metaphor, management understanding and attitude, problem handling, when the pattern is successful, and process results. </span></h3>
<h3 style="font-weight: normal;">
<span style="font-size: small;"> </span></h3>
<h3 style="font-weight: normal;">
<span style="font-size: small;">I will keep working on recasting regulatory compliance into a model using a cultural view.</span></h3>
<h3 style="font-weight: normal;">
<span style="font-size: small;"> </span></h3>
<h3 style="font-weight: normal;">
<span style="font-size: small;">Meanwhile, where is your organization on Robert's <i>Compliance Maturity Curve</i>?</span></h3>
Griffin Joneshttp://www.blogger.com/profile/08610930934130482071noreply@blogger.com0