Friday 14 September 2018

School research leads, piling up the evidence and a reflection on researchED 2018

Last weekend saw the annual education evidence fest – aka-  ResearchED 2018 take place in St John's Wood,  London .  Unfortunately, one of the inevitable disappointments of attending #rED 18 is that you are unable to see all the speakers that you would like to see.  As such, you are often have to do with other people’s summaries of speakers.  So I was particularly pleased to see Schools Week come up with a headline and article ResearchED 2018 Five interesting things we learned.  I was even more pleased when I saw it contained a short summary of Dr Sam Sims presentation on the positive impact of instructional coaching and references to the statistically significant positive effect of instructional coaching being found in 10 out of 15 studies, which was then used to infer that “probably the best-evidenced form of CPD currently known to mankind”.

For me, this then set off a few alarm bells – not about instructional coaching – but rather what can we legitimately infer and claim when a variety of studies find positive and statistically significant results from the implementation of an intervention in a range of different circumstances.  So to help get to grips with this issue,  I am going to lean heavily on the work of Cartwright and Hardie (2012) to explore the relationship between multiple positive results for an intervention and whether that provides evidence that the intervention will work in your setting

Piling on the evidence

Writing about when RCTS have been conducted in a variety of circumstances, Cartwright and Hardie argue these results can help in justifying a claim that an intervention is effective i.e. it worked somewhere or in a range of different somewheres.

However, this does not provide direct evidence that the intervention  will work here in your circumstance or setting. Cartwright and Hardie argue that seeing the same intervention works in a variety of different circumstances, provides some evidence that the intervention can play a causal role in bringing about the desired change.   It may also provide evidence that the support factors for the intervention to work occur in a number of different settings.  On the other hand, an intervention working in lots of places is only relevant to whether an intervention will work here, if certain assumptions are met.  That is, the intervention can play the same causal role here as it did there.  Second, the support factors necessary for the intervention to play a positive causal role here, are available for some individual post implementation.

Cartwright and Hardie go onto explain about how ‘ it works there, there and there, is supposed to provide evidence that it work here.

X plays a cause role in situation 1
X plays a causal role in situation 2
So X plays a causal role everywhere.

For this argument to be robust – it requires research studies/RCTs from a wide range of settings.  In addition, it requires the observations to be generalisable across settings, but also what types of settings that they are likely to be generalisable.  In addition, it is necessary to take into account the causal connections at work, and how they are influenced by the local support factors.

Problems with induction - a sidebar

At this point it worth remembering that all inductive inferences can be wrong.  Kvernbekk (2016) cites the Bertrand Russell who talks about a chicken

Domestic animals expect food when they see the person who usually feeds them. We know that all these rather crude expectations of uniformity are liable to misleading.  The man who has fed the chicken every day throughout its life at last wrings its neck instead, showing that more refined vies as to the uniformity of nature would have been useful to the chicken.

As such we ourselves may be no better positions than the chicken which unexpectedly has its neck wrung.

Nevertheless, Cartwright and Hardie go onto argue that lots of positive RCTS results are a good indicator that the intervention plays the same causal role widely enough for it to potentially ‘carry’ to your setting.  However, this is based on the argument that RCTS are carried out in a sufficiently wide range of settings, with some ideally similar to your own, so that you are able to make some generalisations from there to here.  Cartwright and Hardie then go onto argue ‘that bet is always a little bit dicey.’

Discussion and implications

First, be wary of headlines or soundbites – it’s rarely that straightforward.

Second, if you can, access the original research which was used for the headline and read it for yourself, as there may be a range of nuances which you need to be aware of.

Third, if you thinking  that  instructional coaching  might have potential for your school, you need to spend time thinking about the causal roles and support factors necessary to give the intervention a chance of working.  Indeed, you may want to have a look at this post on causal cakes.

Fourth, as Cartwright and Hardie argue – thinking about causal roles and support factors is difficult and hard work and is difficult to get right every time.  However, it’s not beyond you and other colleagues to have a serious discussion about what’s necessary to put in place in order to give an intervention every chance of success.

Fifth, there is a whole separate discussion about whether statistical significance can tell you anything useful at all - which if you not aware of then it's worth having a look at Gorard et al (2017)

And finally

In next week’s post I will be using the work of Kvernbekk (2016) to explore in more detail the challenge of making what worked there work here.

References

Cartwright, N. and Hardie, J. (2012). Evidence-Based Policy: A Practical Guide to Doing It Better. Oxford. Oxford University Press.

Gorard, S., See, B. and Siddiqui, N. (2017). The Trials of Evidence-Based Education. London. Routledge
Kvernbekk, T. (2016). Evidence-Based Practice in Education: Functions of Evidence and Causal Presuppositions. London. Routledge.





My new book is due out at the end of September 2018

https://uk.sagepub.com/en-gb/eur/evidence-based-school-leadership-and-management/book257046

Wednesday 5 September 2018

The school research lead and understanding evidence-informed practice

The start of this  week will have seen most schools have at least one-day of INSET/CPD – call it what you will – to start off the new academic year.  No doubt many colleagues will have played ‘bullsh.t bingo’ – ticking off the number of times terms such as -  research, evidence, evidence-informed practice, best-practice, the evidence says – are used by members of the senior leadership team.  On the other hand, a full understanding of these terms can be really useful in helping you not on only spot the ‘bullsh.t, ’ but also get past the ‘bullsh.t’ and, in doing so make things better for your pupils and school.  So this post is going to get grips with the term ‘evidence-based practice’ and some of the concepts and ideas which are bundled up and implied in its use.  And to help me do this, I’m going to use the work  Kvernbekk (2016) who explores in some depth the role of evidence in evidence-based practice in her book - Evidence-Based Practice in Education: Functions of Evidence and Causal Presuppositions

Evidence-Based Practice – A summary of Kvernbekk 
  • Evidence-based practice (EBP) can be defined as the production or creation of desirable change and the prevention of undesirable change, somehow guided by evidence of what works.
  • Education is a complex enterprise whose very raison d’etre at least partly is to create produce some form of desirable change.
  • Practitioners have to consider how to create the desired changes, so at least some of the knowledge they need is knowledge of ‘what works’ in bringing about the desired changes .
  • Put simply this  involves causal relationships - a variable X is a cause of Y if it listens and determines its values in response to what it hears
  • However, – causation needs to be seen as:
    • Probabilistic If we do X we increase the chances of getting of Y
    • Manipulationist - X can be changed or manipulated to bring about Y
    • Human agency -An event is a cause of distinct event Y just in case bringing about the occurrence of X would be an effective means by which a free agent could being bring about the occurrence of Y
  • Nevertheless, one cause is seldom sufficient to produce the desired effect and there is a support team of other factors if a cause is to do its work, all of which concerns local facts, for example about the school, stakeholders, pupils and staff
  • So making a judgment about whether an intervention could work here in your setting  requires different sources of  evidence – research evidence, practitioner expertise, school data and stakeholders’ views – which all contribute to the development of  local and non-local knowledge
  • Though in making this judgment , it is essential to be aware that any intervention is inserted into pre-existing conditions – be it the classroom or school -  which lead to an already existing level of ‘output’ of whatever it is that you are trying to change
  • However, if this intervention is going to bring about the desired change then it also requires the system in which the intervention is implemented to be  sufficiently stable for predictable reproducibility to be possible
  • If on the other hand, if we have an unstable system we cannot predict the results of the intervention and planning becomes difficult if not impossible
  • By stability – we mean something persists over time and can be relied upon - can be created in various ways – but if made too tight, too structured, it becomes inflexible and the whole system may collapse.
  • As such, flexibility and room for manoeuvring are necessary to keep the systems stable around its basic values and principles
  • Without that, the system risks losing its identity as education and instead perhaps become a training or testing regimes
  • Because education is an open and complex system, randomness is inevitable and may overturn even the best laid scheme.
  • Overall judgment cores of EBP makes good sense – it’s not a magic bullet and will not solve every problem
  • That said – EBP is more complicated than both advocates and critics have thought.


What does this mean for you as an school research lead?

It would seem to me that Kvernbekk’s analysis of the nature of evidence-based practice may have a number of implications for you in your role as a school research lead.

First, if you are ever asked what’s the point of evidence-based practice in schools – the answer is quite straight forward – it’s about making things better by using evidence of what’s worked.

Second, given the causal nature of evidence-based practice, it makes a lot of sense spending time understanding and exploring the potential of  logic models and the relationship between input, outputs and outcomes.

Third, and that is an issue which I’ll discuss in future posts, evidence-based practice is about fidelity to the principles of an intervention, rather than faithfully copying what seems to have worked in another setting.  In other words, if you try and faithfully replicate what someone else has done in making an intervention work, you are likely to fail in implementing the intervention.  The support factors in your school will be different – so how you implement the intervention will also need to be different.

Fourth, it’s really important to understand the role of local knowledge in trying to work out whether the support factors that are needed for an intervention to work, are actually available in your setting.  Research evidence is just one source of the knowledge required to do this – you need to understand your setting.

Fifth, and this is a point which I think Kvernbekk misses – a fundamental aspect of  evidence-based practice involves the systematic determination of the merit, worth (or value) of the outcome of intervention.  Evaluation involves than determining whether something worked, it involves also asking – was it worth it and this requires an awareness of what is valued

Sixth, and this links to the previous point, evidence-based practice is inextricably linked to the purposes of education.  If evidence-based practice involves bringing about desirable change or in others making improvements, this requires us to understand why things need to be changed and how will we know whether things have got better.

And finally,

If you are at researchED London this Saturday, don’t hesitate to come up to me and say hello

References

Kvernbekk, T. (2016). Evidence-Based Practice in Education: Functions of Evidence and Causal Presuppositions. London. Routledge.








My new book is due in September 2018 Evidence-Based School Leadership and Management: A practical guide

https://uk.sagepub.com/en-gb/eur/evidence-based-school-leadership-and-management/book257046




Friday 31 August 2018

The school research lead and causal cakes

At the start of term there is normally an unusual number  of birthday cakes in school staffrooms, as colleagues who have had birthdays over the summer break bring cakes into school for a belated birthday celebration.  However, if you are school research lead or champion, what you really need to share with colleagues is  something known as a ‘causal cake.’   The concept of a ‘causal cakes’ is particularly useful as it will help you get a better idea of the knowledge needed to help you make reliable predictions as to whether interventions that worked ‘somewhere’ will work ‘here’ in your school. So to help you do this - I’m going to draw upon the work of Cartwright and Hardie (2012) and their work on casual cakes and support factors

Causal cakes, reading scores and homework

Cartwright and Hardie use research about an attempt to improve reading scores through the introduction of homework (we are going to make the assumption that under the right conditions this intervention will work and improve reading scores).  Cartwright and Hardie use the metaphor of a cake to describe what needs to be in place – the ingredients -  if an intervention/policy is to work.  For example for homework to contribute to higher reading scores then you will need:

Student ability
Study space
Student motivations
Homework
Consistent lessons
Supportive family
Work feedback
Other

Put simply, the cake is just an picture of the list of the ingredients i.e. support factors required if homework is going to play a part in improving reading scores.



However, just like the start of term when there will be more than one birthday cake brought into the staffroom, you need to remember that there may well be more than one causal cake contributing to improved reading scores.

Smaller classes and the causal cake for improved reading scores

Cartwright Hardie go on to discuss how alongside the use of homework, that a school may decide that another way to improve the reading scores is through having smaller class sizes. This causal cake might have these ingredients
Smaller classes
Space in which to have the smaller classes
Sufficient qualified teachers
Other


Special needs teaching and the causal cake for improved reading scores

However, this approach may have a detrimental impact on another causal cake contributing to improved reading scores, with the following ingredients/support factors
Special needs teaching
Space
Other

The reduction in class size may lead there to a reduction in the high quality space for necessary for special needs support, therefore reducing the positive contribution to the overall reading score effect of special needs support

As Cartwright and Hardie note there is more than one cake that can contribute to improved reading scores.  Indeed, some cakes might be more effective and less costly than others. On the other hand, a new intervention or approach may add negative contributions or remove factors that would otherwise have made a positive contribution. This is particularly important as the issued of negative side-effects has often been overlooked in educational research, Zhao (2018).

So what does this mean for you as a school research lead?

When thinking about implementing an intervention or new policy within you school, it would be worthwhile to think about the following questions
  • What support factors have to be present if the intervention is to produce positive outcomes?
  • Will the intervention play a positive role in supporting other interventions?
  • Will the intervention play a negative role in ‘supporting’ other interventions and contribute to negative outcomes?
  • If the support factors are not all there, what happens? Nothing? Or less? Or something bad? 
  • Does the absence of a support factors turn a good cake into a bad cake? Or vice versa?
  • Are there other ways, other interventions, that produce the same results. What support factors are necessary?  Adapted from  Cartwright and Hardie  (2012) - (p73)
And finally

Remember, when someone makes a cake it's not just the ingredients that determine how good the cake is, the skill of the baker also plays a major role.  So just getting the ingredients together for a n intervention will not in itself be enough, the intervention will need to be implemented with a high level of skill and expertise.

References

Cartwright, N. and Hardie, J. (2012). Evidence-Based Policy: A Practical Guide to Doing It Better. Oxford. Oxford University Press.
Zhao, Y. (2018). What Works May Hurt—Side Effects in Education. New York. Teachers College Press.








My new book due out October 2018 Evidence-Based School Leadership and Management: A practical guide https://uk.sagepub.com/en-us/nam/evidence-based-school-leadership-and-management/book257046


Friday 24 August 2018

The school research lead, the three legged stool and how to avoiding falling on your backside

As a school research lead you will have no doubt spent some of your summer reading research articles – be it systematic reviews or randomised controlled trials RCTS - and thinking about whether the interventions you’ve read about will work in your school and setting.  Indeed, you may have been working on a PowerPoint presentation making the case for why some well researched and evidenced teaching intervention which has shown positive outcomes in other schools, should be adopted within your school.  So to help with you with the task of developing an argument - which begins with ‘it worked there’ and which  concludes ‘it’ll work here’ -   I am going to lean on the work of Cartwright and Hardie (2012).  However, before I do that, it’s necessary to: define a number of terms, the understanding of which are central to getting out the most of out of this blogpost; then, clarify the causal claim being made when we say something ‘works’.

Some useful definitions
  • Causal claim -  a claim in  the form  of "A was a cause of B". 
  • Causal role – how a change in A leads to a change in B
  • Support factors – what factors need to be in place so that a change in A will lead to a change in B
Clarifying what is meant by saying something works

Cartwright (2013) states that when arguing that ‘something works’ three quite different claims are often conflated
  • The intervention works somewhere (there); the intervention causes the targeted effect in some individuals in some settings
  • The intervention works: the intervention causes the target effect ‘widely’
  • The intervention will work here: the intervention will cause the target effect in some individuals in this setting (adapted from Cartwright, p 98)
As such, evidence that supports a claims something works somewhere/there, is not evidence for saying that something will work here.  Cartwright and Hardie (2012) claim that what connects ‘it works somewhere’ with ‘it will work here’ is an argument that looks like this.
  • The policy worked there (i.e. played a positive causal role in the causal principles that held there and the  support factors necessary for it to play this positive role there were present for at  least some individuals there).
  • The policy can play the same causal role here as there
  • The support factors necessary for the policy to play a positive causal role here are in place for at least some individuals here post-implementation p54 
In other words, if you want to show what worked (A) in another school or other schools in bringing about (B), you are going to need to show that the intervention can play the same causal role in your school – in other words, will a change in (A) trigger the same causal mechanism as it did in the other school or schools.  Second, you are going to have to show which of the support factors that were work, and which created the conditions for changes in (A) to bring about changes in (B) are in place and available in your setting.

As such, Cartwright and Hardie argue that the effectiveness argument is like a three-legged stool – it doesn’t matter how strong one leg of the stool maybe, if either of the other legs fails – then the stool will fall over.  Or put another way, it does not matter whether an intervention worked somewhere or causes the target effect widely – if either the causal mechanism or support factors are not in place – the intervention will not work here.

 Cartwright and Hardie (2012) p55 and the three legged stool


























What are the implications for you and your role as a school research lead?

The role of the school research lead/knowledge broker is not without significant challenges,  difficulties and which also has a ‘dark-side’ -  Kislov, Wilson, et al. (2016).  So anything that can help you to be clear about the evidence and what it means, and which stops you over-claiming what the research tells you -  should be useful.

Second, when colleagues come up to you and say ‘the research says intervention works – so let’s do it’ – it might be worth pausing and replying –‘that’s great news – so help me to be able to best help you – can you let me know more about – how the intervention worked and what was the context, within which it worked?’

Third, when reading research where there is little or no detail provided about the causal mechanism or support factors at work – then this research could be judged as being interesting but not necessarily that useful.  Further reading into the what support factors are necessary for the intervention to succeed will be required.

What next 

This is the first of a series of posts which are going to cover ground which I hope is relevant to the start of the academic year.  These posts will be on topics, such as; causal cakes; causal roles and mechanisms;  what do we mean by evidence-based practice; and, when does evidence travel.

References

Cartwright, N. (2013). Knowing What We Are Talking About: Why Evidence Doesn't Always Travel. Evidence & Policy: A Journal of Research, Debate and Practice. 9. 1. 97-112.

Cartwright, N. and Hardie, J. (2012). Evidence-Based Policy: A Practical Guide to Doing It Better. Oxford. Oxford University Press.

Kislov, R., Wilson, P. and Boaden, R. (2016). The ‘Dark Side’of Knowledge Brokering. Journal of Health Services Research & Policy. 1355819616653981.







My new book due out October 2018 Evidence-Based School Leadership and Management: A practical guide

https://us.sagepub.com/en-us/nam/evidence-based-school-leadership-and-management/book257046