Decision-Making Models

In my previous discussion of the ACPO national decision model (May 2014), I promised to return to the methodological question, namely what theories of decision-making would be relevant to NDM and any other decision models. I have just happened upon a doctoral thesis by Maxwell Mclean looking at the decision-making by coroners, which analyses local variation in coronial outcomes at three decision-making stages: whether to report the death, whether to advance to inquest, and the choice of inquest conclusion.

Mclean notes that there is no decision-making model for coroners equivalent to the police national decision model and focussed on standards and consistency of outcome. He finds other examples of decision-making models in nursing (Lewinson and Truglio-Londrigan, 2008; Husted and Husted, 1995; Jasper, Rosser and Mooney, 2013); social work (O’Sullivan, 2011; Taylor, 2010); and probation work (Carter, 1967; Rosecrance, 1985). However, several of these are descriptive models rather than normative models.

Within the professions mentioned by Mclean, I found a lot more work on evidence-based nursing as well as some interesting international discussions on decision-making within offender supervision. Looking further afield, I was interested to find an article about a decision-making model in the US Army, but this turned out to be merely a polemical article by a former Navy Seal advocating the use of Design Thinking.

Rosecrance introduces an interesting concept of the Ball Park, where a professional decision is influenced by the anticipated reaction of a more senior professional. For example, the decisions of a probation officer are not solely designed to achieve the desired outcomes for the client, but also designed to meet the approval of (1) judges, (2) prosecuting attorneys, and (3) probation supervisors. When a recommendation seems likely to meet the approval of these three entities, it is said to be “in the ball park”. The “ball park” concept is also used in sales negotiations, and this hints at the idea that the focus here is on “selling” (or at least defending) the decision rather than just making it.

Coming back to the police, this frames the NDM not just as a way of making the best decision but also avoiding censure if anything goes wrong. See my post on the National Decision Model and Lessons Learned (February 2017).


Miranda Boone and Martine Evans, Offender supervision and decision-making in Europe (Offender Supervision in Europe: Decision-Making and Supervision Working Group, 2013)

Jeff Boss, The Army’s New Decision-Making Model (Forbes, 8 August 2014)

Carter, R.M. (1967). The presentence report and the decision making process. Journal of
research in crime and delinquency. 4 203-211.

Jasper, M., Rosser, M., Mooney, G. (Eds.) (2013). Professional Development, Reflection
and Decision-Making in Nursing and Health Care (2nd ed.). Swansea: Wiley Blackwell.

Husted, G.L. and Husted, I.H. (1995). Ethical decision-making in nursing (2nd ed.). St
Louis: Mosby.

Lewenson, S.B. and Truglio-Londrigan, M. (2008). Decision-Making in Nursing, thoughtful approaches for practice. London: Jones and Bartlett Publishers International.

Maxwell Mclean, The Coroner in England and Wales; Coronial Decision-­Making and Local Variation in Case Outcomes (Doctoral Thesis, University of Huddersfield, 2015)

O’Sullivan, T. (2011). Decision making in social work (2nd ed.). Basingstoke: Palgrave
Macmillan

Rosecrance, J. (1985). The Probation Officers’ Search for Credibility: Ball Park
Recommendations. Journal of research in crime and delinquency. 31, (4) 539-554.

Mooi Standing, Perceptions of clinical decision-making: a matrix model (May 2010). This appears to be a chapter from Mooi Standing (ed) Clinical Judgement and Decision-Making in Nursing and Inter-professional Healthcare (McGraw Hill, 2010)

Taylor, B. (2010). Professional Decision-Making in Social Work. Exeter: Learning Matters.

Carl Thompson et al, Nurses, information use, and clinical decision making—the real world potential for evidence-based decisions in nursing (Evidence-Based Nursing Vol 7 No 3, July 2004) http://dx.doi.org/10.1136/ebn.7.3.68

Related posts
National Decision Model (May 2014)
National Decision Model and Lessons Learned (Feb 2017)

Updated 4 March 2017

The Cloud Is Disrupting Hadoop

Forrester has seen unprecedented adoption of Hadoop in the last three years. We estimate that firms will spend $800 billion in Hadoop software and related services in 2017. Not surprisingly, Hadoop vendors have capitalized on this — Cloudera, Hortonworks, and MapR have gone from a “Who?” to “household” brands in the same period of time.

But like any good run, times change. And the major force exerting pressure on Hadoop is the cloud. In a recent report, The Cloudy Future Of Hadoop, Mike Gualtieri and I examine the impact the cloud is having on Hadoop. Here are a few highlights:

Firms want to use more public cloud for big data, and Hadoop seems like a natural fit. We cover the reasons in the report, but the match seems made in heaven. Until you look deeper . . .

Hadoop wasn’t designed for the cloud, so vendors are scurrying to make it relevant. In the words of one insider, “Had we really understood cloud, we would not have designed Hadoop the way we did.” As a result, all the Hadoop vendors have strategies, and very different ones, to make Hadoop relevant in the cloud, where object stores and abstract “services” rule.

Cloud vendors are hiding or replacing Hadoop all together. AWS Athena lets you do SQL queries against big data without worrying about server instances. It’s a trend in “serverless” offerings. Google Cloud Functions are another example. DataBricks uses Spark directly against S3. IBM’s platform uses Spark against CloverSafe. See the pattern?

As more firms get tired of Hadoop’s on-premises complexity and shift to the public cloud, they will look to shift their Hadoop stacks there. This means that the Hadoop vendors will start to see their revenue shift from on-premises to the cloud.

Read more

Fear of Failure, Fear and Failure

Some things seem so logically inconsistent that you just have to check them out. Such was the title of a post on LinkedIn that I saw the other day: “Innovation In Fear-Based Cultures? Or, why hire lions to be dogs?”. In it, Michael Graber noted that “…top-down organizations have the most trouble innovating.”: In particular, […]

Should ‘GOODNESS” replace the word “GOVERNANCE”?


I believe we need rethink the Enterprise Architecture practice. I favour starting from a ‘Systems Thinking’ foundation, and therefore go back to John Boyd’s OODA loop:



and Dan Ward’s Simplicity Cycle.

Please take a look at this video to give the rest of this post a bit of context:



Should  ‘GOODNESS” replace the word “GOVERNANCE” in the new order of things?


As a starting point. I believe by standing-on-the-shoulders-of-giants of those who originated and develop System Thinking, Cybernetics, Complexity Theory and Design Thinking will help us re-invent EA.  Personally, no longer call myself an Enterprise Architect – I prefer the title Change Designer – why? Because it simply describes what I do and I can explain it to C-Levels in just a few words entirely focused on business outcomes, stages in the journey and risks & IRACIS (IR: improved revenue, AC: avoid cost & IS: improve service).

Update 0603/17

Can we look to the Unicorns for inspiration? I recall a discussion I had with a few Silicon Valley types at OSCON London recently. I asked a very genuine question:

“How do the likes of Netflix, Paypal, Uber etc. approach Governance?”

The answer: “We don’t use that word, in Silicon Valley!”

This got me thinking; surely things must be driven towards some sort of order? And then, maybe my mental model was wrong. Maybe if I put on my “Complex Adaptive” hat (ref. Cynefin), I will see that the architecture must evolve, in chunks of context specific outcomes, over time. And in this approach, is “Goodness” ( a la Dan Ward above) the key measure of alignment with the outcome?; in a Complex system, the bad are attenuated, and the good amplified – this is how, useful (fit-for-purpose), solutions evolve. So, maybe, it’s not about driving things to a predetermined outcome; maybe instead, it’s about orchestrating and encouraging adoption of practice that delivers context-specific “goodness” (in Dan Ward’s sense of the word).

It strikes me that there appears to be a close relationship between Dand Ward’s Complexity/Goodness model (describe in the video above) to this one:


Although ‘User Happiness” is only one context: a Value System. Another might be ‘The Regulator’. Is it true, however, that focusing on simplicity, and context-specific “Goodness”, are we more likely to satisfy both?



Hence my question – Should “GOODNESS” replace “GOVERNANCE”? Or, indeed, is this what they already do in Silicon Valley? I’m sure there’s much more to understand – but I think it’s a good question for debate!

Please follow the tags #foundindesign #horsesunicorns on Twitter for more discussion on this and related topics.

The Open Group TOGAF® User Group Meeting Summary

The Open Group TOGAF® User Group meeting, held in San Francisco on January 30, 2017, focused on “Create vs. Reuse Architectures.” It addressed the question of whether Enterprise Architects need to be more involved in reusing existing architecture models than in creating new ones to meet their needs.

Are You Ready for the GDPR? The Test Results

In two previous blogs, I discussed the impact of the new EU General Data Protection Regulation and 8 things architects can do to help their organization comply with this far-reaching regulation. We also made available our ’How ready are you for the GDPR?’ test, which determines whether your organization is doing enough to prepare for the important regulation. If you haven’t done so already, you can still take the test right here. The results so far (based on almost 200 participants) have provided us with some interesting insights into the respondents’ awareness of the GDPR and readiness among organizations.

National Decision Model and Lessons Learned

The appointment of Cressida Dick as the first female commissioner of the Metropolitan Police has been criticized in some quarters because of her involvement in the fatal shooting of Jean Charles de Menezes in 2005.

Dick was the “gold commander” who instructed armed officers to “stop” de Menezes. At the time, however, armed officers were following a new set of police guidelines known as Operation Kratos. In the context of these guidelines, Dick’s orders were interpreted as shoot-to-kill. At the Old Bailey in 2007, Dick denied that this had been her intention.

As Mary Dejevsky argues, the de Menezes case provides a lasting reminder of what can go wrong

“whether because the overall atmosphere has not been properly appraised, because the orders given were not precise enough, or simply because insufficient account has been taken of the human factor”.

The National Decision Model, which was introduced a few years after this incident, provides a framework that should (at least in theory) prevent this kind of miscommunication. See my post on the National Decision Model (May 2014). Perhaps this is one of the areas where “lessons have been learned”. Or perhaps not.

Iain Gould is a solicitor. One of his clients was involved in an incident in 2013 that resulted in his being tasered. The Independent Police Complaints Commission (IPCC) attributed this escalation, in part, to a failure to follow the National Decision Model.

“I would question whether PC B gave enough emphasis to the first element of the National Decision Model, which is to communicate. … More effort should have been made, in line with the National Decision Model, to engage Mr S in dialogue.”

The IPCC commissioned a report in 2015, which contains some analysis of the National Decision Model, and some recommendations for its improved use. There are two versions of the report:


    The Guardian view on the Met police: changing, but too slowly (23 February 2017)

    Duncan Campbell et al, Leaks raise sharp questions about police tactics (Guardian, 17 August 2005)

    Mary Dejevsky, Can Cressida Dick win over the public? Yes, if she’s learned from her mistakes (Guardian, 23 February 2017)

    Iain Gould, Is Police Taser Policy Working? (11 May 2016)

    Martin Hoscik, Sadiq Khan says ‘My heart goes out to the de Menezes family’ but insists Cressida Dick is the right choice to protect London (MayorWatch, 25 February 25, 2017)

    Maxwell Mclean, The Coroner in England and Wales; Coronial Decision-­Making and Local Variation in Case Outcomes (Doctoral Thesis, University of Huddersfield, 2015)

    Wail Qasim, Lessons Learned (LRB Blog, 27 February 2017)


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