Red teaming – what is it?

June 6, 2013

The guys at Red Team Journal recently posted some useful links about Red Teaming, including:

  • Red Teaming: A Balanced View.
  • The Laws of Red Teaming. My favourite is #15: “The apprentice red teamer thinks like the attacker. The journeyman red teamer thinks like the attacker and the defender. The master red teamer thinks about the attacker and defender thinking about each other. Hire an apprentice to model an unsophisticated adversary. Hire a journeyman to model a sophisticated adversary. Hire a master to model the system.
  • A list of Red Teaming resources.

Probably a good way of getting a quick overview of the topic.

– Tony

Vaccination and decision-making

January 26, 2013

Vaccination is important. In Australia, for example, vaccination coverage among 5-year-olds for the terrible disease polio ranges from 93% in Tasmania and the ACT, down to 89.5% in Western Australia (the latter number is a disappointing memorial to the legendary Sugar Bird Lady).

Fortunately, the number of polio cases have been dropping as vaccine coverage improves (source).

Much of the world has now eradicated polio. Afghanistan, Pakistan, and parts of Africa still have poor polio vaccination coverage, and are continuing to see cases. Taliban murders of vaccination workers are a factor in this, sadly.

Polio vaccination coverage worldwide (source)

Frederick Chen, Amanda Griffith, Allin Cottrell, and Yue-Ling Wong, in an interesting paper reported on the Science 2.0 blog, use an online game to investigate vaccination choices. Chen et al. find that “people’s behaviour is responsive to the cost of self-protection, the reported prevalence of disease, and their experiences earlier in the epidemic.”

These results imply that vaccination rates are likely to be disappointing – perhaps dangerously so – for some of the killer diseases which the Western world has half-forgotten. Dana McCaffery and other infants did not need to die of whooping cough, for example.

Whooping cough is deadly. So is diphtheria.

The methods used by Chen et al. are also an interesting way of obtaining human behavioural data in other domains. Here is some related work.

– Tony

Benefiting from Board Games

November 5, 2012

Playing the Ticket to Ride board game

I’m a big fan of board games, especially the newer German-style board games, which are far superior to the games of my youth. This book argues the benefit of modern board games for learning and teaching, highlighting some of my favourites.

Board games are more than just entertainment. According to a press release, a lecturer at the University of Tennessee has won an award for using the Ticket to Ride board game to teach operations research to students. This makes good sense, since German-style board games tend to involve complex optimisation decisions.

Some Dominion cards (photo: Shannon Prickett)

Consider a massively simplified version of the enjoyable game of Dominion, for example. There are six kinds of card: copper money (costs $0, worth $1), silver money (costs $3, worth $2), gold money (costs $6, worth $3), estates (cost $2, worth 1 point), duchies (cost $5, worth 3 points), and provinces (cost $8, worth 6 points). The real game has many other interesting cards, but even this simple parody is non-trivial.

At each turn, the player draws a hand of five cards (from a deck of initially ten), purchases a new card, and discards the hand. When the deck is empty, the discard pile is shuffled to form a new deck, so each purchased card will be “used” multiple times (which is why it’s sensible to spend $6 on a gold card worth $3). However, only the green cards are worth points – as with many German-style games, the money does not directly contribute to winning the game. On the other hand, purchasing many green cards reduces the chance of a five-card hand containing much money.

One strategy is to only purchase money or the valuable province cards. A simple simulation of the game shows that, after 50 turns, this results in an average score of 112 points. In contrast, a strategy of preferring to buy green cards gives an average score of only 39. However, “switching” from one strategy to the other does best of all, with an average score of 128 when the “switch” is made at turn 35 (and an average score of at least 120 when the “switch” is made somewhere between turns 25 and 45). In other words, winning requires optimising when the strategic “switch” is made.

Average scores, as a function of when the strategic “switch” is made. Switching at turn 35 is best.

For full-blown German-style games, the optimisation problems are more difficult. As this podcast argues, they are often in the difficult class of problem called NP-complete. These are hard enough to challenge both a human and a computer.

As I’ve said before, I also have a long-standing interest in collaborative board games, such as Arkham Horror, Pandemic, and Lord of the Rings (for fans of Arkham Horror, here is one of my custom characters, with back story and marker). Collaborative board games offer an excellent way of both exploring and teaching teamwork, and a 2006 paper by José Zagal and others explores Lord of the Rings in this context.

Reiner Knizia’s Lord of the Rings collaborative board game

Good board games generate the level of engagement that makes wargaming work. When the team is attempting to solve a difficult optimisation or decision problem (as in SCUDHunt), things can get very interesting indeed.

– Tony

Driver Distraction – are we being distracted away from real solutions?

October 29, 2012
Person using cell phone while driving.

Person using cell phone while driving. (Photo credit: Wikipedia)


Driver distraction is a major cause of accidents on our roads.  More research into driver distraction is therefore welcome.


Traditional media available in vehicles, such as radios and entertainment systems, can affect visual attention, and the current use of GPS navigation assistance and personal communication devices have been repeatedly shown to interfere with the primary driving vigilance and motor control task.  Such research has informed road authorities to restrict their use, particularly with regard to mobile phone use and texting for example.


The introduction of Intelligent Transport Systems has the potential to overload the driver if such systems are not tailored to driver workload according to location, traffic density and other ambient conditions.  A more accurate and layered approach to driver workload and attention level can provide a structure upon which information can be conveyed appropriately and distractions reduced or minimised.

Hume Freeway looking south towards Victoria, r...

Hume Freeway looking south towards Victoria, running parallel to Albury railway station. (Photo credit: Wikipedia)


There are many instances however where use of communication devices in vehicles may actually help in vigilance (for example, long distance driving) and the ability to operate a mobile office whilst driving has undoubted productivity benefits.  The problem is that the driving environment can potentially change in milliseconds and cause an overload of the driver’s available perceptual and attentional resources.


The aspect of appropriate speed limits in long distance driving could also be re-addressed.  There has been a spate of single driver transport accidents on the Hume Freeway recently which have had tragic (and potentially disastrous consequences). Apart from driver fatigue and scheduling issues, is the posted speed limit too low to maintain sufficient driver arousal levels?  Long boring drives at inappropriately low speeds could also encourage further distraction (such as use of mobile devices) perhaps even increasing the potential danger.  This may not be ideal given that the severity of an incident at 100kph is still as catastrophic as one at 110 or 120kph.  If speed kills, then surely it follows that the only safe speed is zero. There is a balance between the efficient movement of goods and the consequences of error.  Does this mean that interstate transport needs to travel at 40kph so that any incidents that occur are relatively minor? Would this result in more incidents because drivers would be bored out of their minds whilst blowing out transport schedules? There needs to be an open discussion by professionals in the field as to assessment of all of the risks rather than the current thinking that slowing traffic is the only solution as seems to be the case at present.  The posted speed relative to the road design and condition could be reducing driver arousal and performance level below the desired optimal range.


60KM/H Speed limit sign in Australia.

60KM/H Speed limit sign in Australia. (Photo credit: Wikipedia)

The Human Machine Interface (HMI) remains central to safe and effective vehicle operation as the information it provides will allow the driver to retain effective control of the vehicle and help influence or even determine their behaviour. Information flow to the driver must be intuitive, readily understood, timely, and be responsive to driver attentional and distraction state.  Unfortunately, there are many who have very little understanding of this requirement. For example, presentation of the “bells and whistles” mentioned in this proposed level crossing warning system  may actually distract a driver at the worst possible time and cause more problems than the technology is trying to solve. Human scientists understand the many facets that determine the best way of presenting information so that it is perceived, recognised and acted upon in an optimal manner.  If the proponent of this system had engaged human factors expertise in the first place or heeded their advice he may not have made such ill-considered comments. Perhaps he may get some guidance as to the importance of listening to human factors professionals when he presents his data at the upcoming ITS conference in Vienna. It would be good to have some critical assessment by any human scientists attending this conference of any actual (rather than derived or contrived) interactions that occurred during the trials which were conducted of this system.


The area of human interaction with technology is very complex and simplistic approaches (such as further unrestrained visual or auditory “bells and whistles blaring”) will rarely be the best solution.  All the more reason to design and test proposals from a human science standpoint, heed the results and incorporate them into any proposed system.  Which underscores the importance of the many respected facilities that incorporate human science input as a keystone of their research in ITS applications, vehicle design and driver behaviour.  Hopefully their research findings are weighted appropriately (ie. seen as valid and reliable) by the governing authorities as compared to those of the “bell and whistle” variety.










Lollies or Poison

October 16, 2012

Human factors covers many facets of human behaviour and interaction with the natural and constructed environment.  The issue of how to ensure that these environments remain safe for the younger and older members of our society is a case in point.Post image for Product Confusability: Tide Pods

Recently, a dishwashing detergent was packaged so that even adults could easily mistake them for food.  Young children have ingested these dangerous chemicals as the packaging is very colourful and resemble candy or lollies.  The harm done to these children and the increasing toll on the health system would surely outweigh the financial benefit to the manufacturer of this product, who obviously either didn’t think or was blissfully unaware of the consequences.  Perhaps the unwanted publicity of the dangers of this product, especially if there is an impact on their bottom line, may encourage them to design their products with more care in future.

All too often, human behaviour is not taken into account in the design of products.  No amount of urging customers to “be careful” will eliminate the danger posed by badly designed or labelled goods.  It is better business to design them properly in the first place.

When I was involved in training service and police dogs, there were five principles which used to guide us.  Firstly, Knowledge was required – if you didn’t know what you were doing, it made it difficult for the canine to know what was required.  Secondly, Repetition showed the required behaviour.  Thirdly, Patience in attaining the goal was essential.  Praise and Correction were the final principles, the former being more desirable and effective.  It seems that in the case of the design of the products described above, the first fundamental principle was lacking, as is commonly the case in many other applications where the knowledge and expertise of the human scientist is not sought or ignored.

This translates to the whole range of human applications.  Human scientists can provide critical knowledge but this fact is not often understood and can have great impact, both in terms of time and budget when ill informed decisions are made, and especially when the younger and older members of society are involved.

As has been previously posted, the initial BMW iDrive was a product which was installed in vehicles that the older demographic was more likely to acquire, which compounded the problems of poor initial design.  The older drivers did not have the digital savvy or knowledge that their offspring or grandchildren had and therefore the whole concept was flawed from the outset as it did not take into account the basic metrics of the human operator.  Of the five principles that I listed above, Patience is in short supply when you are battling traffic!

Which leads to the point made by the authors of the pieces – consideration of the special needs of the younger and older demographic is central to good design and outcomes going forward.

(Religion) Lost in Space

September 24, 2012
Luna 9 :*Denomination: 2 Forint

Luna 9 :*Denomination: 2 Forint (Photo credit: Wikipedia)

The concept that any future interstellar exploration be free of organised religion has recently been discussed.  Some have expressed the view that religion is toxic for human interaction and cooperation as is evidenced in many unsavoury incidents throughout history and is currently being witnessed with respect to the YouTube video denigrating the prophet Mohammed and subsequent reaction to it.

Humans have many attributes which may be positive or negative depending on the context.  Adaptability and imagination are very valuable human abilities, but these skills are not required nor perhaps desirable in a situation that requires heuristic thinking.  Conversely, applying a flawed or inappropriate heuristic can have disastrous consequences, or prevent a more appropriate paradigm from being developed.

A human will always be influenced in how they act and think by their prior experience. Even the application of the scientific method cannot eliminate these influences. The ability to assess complex data for example can be affected by education, training, aptitude and a host of other factors, which can vary according to the information being assessed.  It probably explains the range of specialities within a discipline, for example, in medicine, physics, chemistry, engineering and psychology.  With regard to future space exploration, the various TV program depictions such as Star Trek portray a range of specialists in the crew, making the assumption that all of these skills will be required to fully comprehend the magnitude and complexity of space.

Given that previous experience or belief systems are an inherent part of the human condition, it seems logical that a religious aspect will also then be represented within the crew of any intergalactic mission if it is to be truly representative of the human species.  And as bigoted or fundamentalist religious views are by definition extreme values within a normal population, it is highly unlikely that these would be represented to any significant statistical level.

With regard to positive and negative attributes, religion has been blamed for many ills, many of which can be justified.  However, religion should also be recognised for its many positive aspects, such as altruistic value systems, beneficence, the intrinsic value of individuals regardless of race, social standing or wealth, the existence and importance of a fundamental natural order and the concept of stewardship and responsible use of resources that then derive from it. Many advances in science were made possible by the religious systems of the time, such as astronomy and mathematics, although some of the authorities subsequently disputed the findings for whatever reason.  Is it so different to what is currently occurring where the evidence supporting climate change is disputed by certain sections within a secular society without any obvious underlying religious philosophical rationale?  It seems that belief systems generally, not just religious ones, are the root cause of disagreement.  This can be beneficial in the search for scientific truth and the progression of understanding – perhaps conflict is a positive human attribute as long as it is confined within an intellectual framework.So the discussion regarding the crew mix for future space exploration missions should expand to include all human experience and belief systems.  Perhaps religion can help unlock the mysteries of the human mind and the continuing quest of the species to explore and understand the universe.  All of which relates back to human science.

The rise of the drones

September 17, 2012
Kawasaki KAQ-1 Drone at Castle Air Museum

Kawasaki KAQ-1 Drone at Castle Air Museum (Photo credit: Wikipedia)

The ever increasing ability and availability of drone technology will have a major impact on defence and law-enforcement operations in the future.  Where capabilities of platforms used to be defined by the ability to deploy various assets within the capability of a class or type of vessel ( in naval operations for example, a carrier vs an offshore combatant vessel), the latter smaller platforms may soon be able to deploy an aerial capability which could previously only be provided by the larger and far more expensive vessels.

As noted in the article, this can have far-reaching consequences for navies where the majority of tasks are routine patrol and ‘constabulary’ operations of protecting sea lanes and territorial integrity.  With drone technology, a single smaller platform could perform tasks which currently require several more capable and expensive assets (for example, the patrol of a shipping route subject to piracy).

A telling point made in the article is the close involvement of the human in the loop.  Similar to other advances in automation, the command and control function remains within the human domain.  As stated “…there will inevitably be a human in the operational Observe, Orient, Decide and Act (OODA) loop – be they a remote operator, data handler oFull diagram originally drawn by John Boyd for...r decision maker within any of a number of mission sets.”

So the design of the HMI will determine how successful this shift in technology will be.  As has been seen in Afghanistan, the ability of the remote operator of a drone aircraft to gain and maintain situational awareness to perform their mission without unintended consequences will greatly depend on the amount, type and quality of information available to them and what range of tasks they need to perform.  Many combat aircraft have a crew of two due to the separate and demanding pilot and SA/engagement tasks, and military drone strike operations seem to reflect this crewing model. Perhaps this model is a historical legacy which may also change in the future as drones dispense with the constraint of having to fit the aircrew into the platform.

This may cause a shift in emphasis of the Human Factors and Ergonomics discipline.  A lot of effort was traditionally expended in the physical anthropometric ergonomics aspect of the human in the loop probably because it was so obvious. For example, range of movement, posture etc within a cockpit could be calculated and the 95thpercentile adopted as a standard which could then be used to determine interaction within the crew space available in the airframe. As we all know, engineers love standards, so perhaps this aspect was pursued to the detriment of equally or possibly more important aspects of the human/machine interface.

Computer Workstation Variables

Similar adoption of standards cannot be readily applied to much more esoteric aspect of neurological interaction with a system. For example, although it provides a very good framework to predict and test how an operator will interface with a HMI, Multiple Resource Theory doesn’t provide the level of certainty available from physical ergonomic models. Each aspect needs to be tested according to the many variables which could arise and the neural adaptability inherent in the human which makes them so important to the command and control function.  That’s why the non-physical human interaction field is so interesting to us practitioners (and perhaps perplexes many physical scientists who cannot seem to grasp the notion that humans cannot be treated as a simple probability or linear contributor in their decision models).

So while drone technology will enhance capability, it will only do so effectively if there is a requisite paradigm shift in how the interface is designed to incorporate the more difficult ‘neural ergonomic’ aspects described above.  Perhaps we can finally move away from the tyranny of standards which are sometimes adopted without further thought for the equally important sensory, perceptual and cognitive aspects which we pesky Human Factors types are constantly trying to highlight to our seemingly dullard peers in other fields, sometimes with, but unfortunately many times without success.