Tag Archives: Beth Simone Noveck

Healthy or Smart?

Earlier (16.4 hours ago roughly) I talked about the NHS, more important about an article in the Guardian about the NHS. An article that I considered to be a sales pitch, and not a very good one. Today I am taking a look at the ‘Smarter Health: boosting analytical capacity at NHS‘ pdf. First we need to take a look at the players, you see when we read a story we need to know what the story is about, the first step here is to take a look at who is telling us the story, because that matters, especially in the world we see today. The front page gives us the people involved:

Beth Simone Noveck – a Professor at NYU, director and co-founder.
Stefaan Verhulst – Chief Research and Development Officer of the Governance Laboratory at New York University.
Andrew Young – Associate Director of Research at The GovLab, and in addition, he is NOT the Managing Director of APY Consulting Ltd, who has the same name, but looks a few decades older.
Maria Hermosilla and Anirudh Dinesh are also directly linked to Govlab and it is Juliet McMurren who is a bit of a mystery. Perhaps she is merely a minion in that digital publishing machine, but her name pops up in a few papers, but only at the introduction, perhaps she is the one putting the reports together.

You see, if the story is everything, we need to see the storytellers in their environment, because they are setting the stage on how we should see the information given to us. This is given to us from the very beginning as the headline in the executive summary tells us: “It would be impractical and prohibitively expensive to fulfill all of NHS’s analytical needs through more hiring“, which is exactly what I raised yesterday, in addition, I did mention that part as well, just the pathway that follows is not the pathway I trust. I believe that some skills should be managed inside the NHS. I do not trust the outsider telling me how it is, especially after consultants walked off with a large slice of £11.2 billion whilst the NHS has nothing to show for it. In addition, having outsiders access to NHS data is even scarier to me than losing those billions. You see, once the data is out there, the people whose data is out there get to be the victims of dangers they never signed up for. As I see it, once copied the NHS becomes useless to them and whomever walks away with that ends up diminishing the value of the NHS and those people even more. That is in my view a big no-no! (I am not accusing Govlab of having done anything immoral or questionable), I am merely raising the issue.

I notice that part of the paper is what we read yesterday in the Guardian. It makes it easier for me as I had already crossed off several issues on my list and I stand by these elements. Yet, the report is not all bad, it is illustrative in parts, but also suggestive and that lack of clarity is never part of a good paper.  The reader tends to go from assumptions and that goes to either too positive or too negative, there is never ever a balanced in-between there.

When they give us: “The NHS should also create a variety of online knowledge networks of those inside and outside of NHS, especially in UK universities, who possess the skills and willingness to help the NHS with their data analytical questions. For example, last week the Rockefeller Foundation launched the Zilient platform to connect resilience practitioners, and the GovLab and Justice Management Institute launched DataJustice. Both are designed to connect networks of professionals for mutual learning“, which could be novel, were it not that I actually gave a similar (less eloquent) idea on June 29th 2014 in my article ‘What’s in a health system?‘ (at https://lawlordtobe.com/2014/06/29/whats-in-a-health-system/), where I state: “What if we take the next generation in solutions and take away 30% of that workload? When people ask which company will do this, the answer should be ‘None!’. The UK is filled with universities, some of them regarded as the most prestigious and brightest on the planet. Consider that most IT people, might claim experience, yet their drama skills are the only ones that improved for the most, is it not up to the Universities, those who are introduced to the newest ideas, design a solution that would make the work of the doctors and nurses at the NHS better, slightly more efficient and a truckload of less hassle! Is that such a tall order? We will get to the solutions if we are willing to navigate other options. We have seen that the current path is not a success; new methods might not be a failure. It is a road that politicians should be willing to go, if only to make sure that a possible solution was not overlooked“, I admit, not as eloquent, but pretty much the same story and it came whilst the NHS was 2.5 years further away from the ‘Abyss of non-existence’ it finds itself in front of at present.

So let’s take a look at the recommendations, and the first one gives us: “The NHS should build a Project Marketplace like the environmental protection agency’s one EPA Skills Marketplace and help supply find the demand“, so how do these outside talents not cost the NHS? Even as it hides behind ‘help with specific assignments, the skills marketplace helps to match talent to those opportunities to use it‘, you see, the more specific a need is, the more expensive such an expertise tends to get. The more generic and shallow, the less need for such a marketplace, more important, as a little more is asked on what needs to be done, the costs of these people will rise substantially and it tends to rise fast.

The second recommendation gives us “The NHS should construct an NHS Data Lab modelled on the Ministry of Justice Data Lab to make better use of sensitive administrative data“, which also sounds nice, but data labs cost, there is hardware, there is software and hiding it all in some cloud with questionable security will not be a solution, in addition, IT gets stretched even further and there is a difference between ‘better use of sensitive administrative data‘ and ‘safe and responsible use of sensitive administrative data‘, they are not the same, not by a long shot. In addition, I already made that point effective enough in the previous blog. The third one counts “The NHS should build an employee expert network like health and human services’ HHS Profiles and help the demand find the supply across the NHS“, which is what I partially raised when I opted for ‘low level‘ people in my previous blog. Yet this issue is correctly raised and if recommendation is started on yesterday by the NHS HR, than that would be an excellent idea as well. Adding a training path where some can learn skills like Q-Software, data cleaning skills and data capture skills, that might not be the worst idea either as it allows for an IT growth path. There are plenty of NHS volunteers, who are now retired, but still desire to be engaged, not everyone is doing that holding a set of people skills, some are happy to do other tasks. In addition there is the Employer-supported volunteering path, where Market Research and Data employees could spend a few hours a week working on the NHS systems, helping and teaching to create dashboards. In that HQIP Director Dr Danny Keenan might hold his hand up as high as possible to get started on the communication issues he currently states to have. Recommendations 4, 5 and 6 are basically skill finders in another dimension, so having that crossed off with HR to set a proper visibility path should solve all these issues. Option 7 gets us “bring in more talent from outside, including from the private sector“, which is a cost and not a small one either, that is depending on the needs there are. Recommendation 8 is the one that stopped me. You see ‘Open Data Learning Hub‘ I almost like I mentioned earlier, but here we see ‘data scientists to grow its data science community‘ with the added quote “Each toolkit includes the original data and step-by-step instructions for using the data to conduct sample analyses, create visualisations from the data and connect interested data scientists“, which makes me wonder, have they considered that the cost here will increase dramatically fast? In addition, how many data scientists are there now? If there are a few, why a training growth path was not initialised a few weeks after the first data scientist was hired. Because from some of the required trivial reports, those people are really expensive to use for making the ‘basic’ reports. Now, there is a part that I am not aware of, but recommendation 8 is leaving me with questions. If there are proper data scientists, why was growth not acted on long ago, if there are no Data scientists, that open learning hub will attract experts stating that ‘it is a complex issue‘ on too many projects, making this a marketing jump to hiring people, which is not the path we want to go through. Recommendation is just dangerous. As I stated, I have no faith in certain groups and ‘exchange data to help solve public problems. These collaborations focus both on sharing data but also on sharing talent‘, yet when certain ‘assisting‘ experts in the insurance world have been accessing the data sets, once they have the aggregated data they need, they will fall from vision like snowflakes in a summer sunshine, this recommendation is one that should be rejected as soon as the rejecter has read the words. It reads like Recommendation 10 is a potpourri of some of the previous recommendations, yet again we see “a “conversational” infrastructure to a secure physical infrastructure for managing data to tap the best know-how outside NHS on an ongoing basis“, which is pretty much an introduction towards hiring external consultants, which was a bad idea from the very beginning. The entire papers is followed by a score of issues, some I blew away in the previous blog article, some are there to (as I personally see it) illustrate fortune cookie wisdom, which is always debatable and will always be used out of context. An examples is: ‘We are achieving 1% of the potential to improve people’s lives‘. When we see ‘Healthcare data in England is collected, published and used by a variety of institutions, each of which has its own cadre of statisticians, analysts, and economists‘, there is the implied part, but the actual scope who is collecting what and who is collecting it for private organisations and insurances is equally left out there. As we see the groups we also see quotes like “Among its staff are approximately 150 people who hold the title of analyst for NHS England, including those in an operational research and evaluation unit created in 2014. NHS England publishes indicators on performance and satisfaction data about patient experience, bed availability, and wait times, and administers friends and family satisfaction testing“, yet when we see the group ‘Clinical Commissioning Groups‘, we get to see “We know there is lots of information on quality out there but don’t know if all NHS staff, such as clinicians, commissioners and service managers, are equipped to access and analyse it for both operational and improvement purposes, nor do we know if it meets people’s requirements, says one of NHS England’s clinical leads“, which beckons the question, did this clinical lead not know who to ask, what to ask and when to expect an answer? This reads like a ‘let’s set the premise of ignorance‘, whilst the systems in place would (read: should) have been there to inform the participants. This is not a paper on informing, this reads like a paper on creating doubt, preferably a paper pushing towards the recommendations regarding hiring and sharing, which is I admit is a speculation form my side. Yet it is strengthened when we read the premise with NHS Digital, where the language is phrased as “NHS Digital has a statutory monopoly over the collection of certain kinds of data, and over 300 professionals work on the collection and analysis” as well as “Of this group, approximately 250 are classified as analysts, whose work is focused on this routine and statutorily-mandated data collection and the publication of statistical reports“, whilst we get the implied accusation of “NHS Digital has not made much use of predictive modelling to evaluate innovations, conduct experiments or design new models of clinical care“. It seems that at New York University, the weight of a loss of £11.2 billion has no weight at all. That from a nation that has accumulated a debt of $20 trillion, should they be regarded as the experts? So when we read “no mandate—to translate that into policy recommendations nor to do research, according to Dr John Varlow, Director of Information Analysis at NHS Digital. In total, the organisation has 2000 professional staff, most of whom focus on information technology and the maintenance of NHS websites“, I need to wonder if that was the full part of the contribution of Dr John Varlow. Especially when we consider the work that maintenance of NHS websites requires. How many pages, what hardware infrastructure, more important, what other tasks are part of their workflow. An issue (as I personally see it) intentionally set outside of proper dimensionality. So when we consider the ‘produces over 250 annual official publications on topics from GP earnings to drug use among school children. These reports are accompanied by data in formatted Excel spreadsheets and machine-readable comma separated variable (csv) text files. Anonymised population-level data is available both on the NHS Digital website and on data.gov.uk‘. The reader should realise that this adds up to a little over 20 reports a month, that needs exporting, cleaning (personal data markers) set into final data forms and uploaded to the proper places. It should come down to one person does this full time, but the reality is that 1-2 other employees need to check this, to make sure identity sensitive data is not there.  In addition we need to consider ‘NHS Digital publishes over a thousand indicators‘, which we can accept as a given, but based on whose recommendations? When is the policy to publish set through political means and requirements?

This gets me to the subtitle ‘The current emphasis on performance analytics needs to expand to predictive analytics, simulation and modelling‘, on what premise and whose budget? Whenever we see a statistician running around with a massive erection shouting  ‘predictive analytics‘ and ‘modelling‘ it is usually because the linked implication that this additional work usually comes with a not to modest pay rise. When ‘simulation‘ is thrown into the mix, it tends to link to either resource needs, budgeting or failure analyses, which now implies that hiring becomes almost essential as these people were either hired from the start, or the skill set was not deemed essential, so raising it here raises a lot more than the reader will fathom. So when the writers decide to add Tim Kelsey on page 37, they should have considered the Guardian (at https://www.theguardian.com/society/2015/sep/17/cameron-adviser-leaves-controversial-nhs-data-scheme-private-sector), where we see: “Kelsey was appointed to the Cabinet Office in 2012 as the UK’s first transparency and open data director. However a few months later he joined the NHS, where he was the driving force behind care.data. The programme was supposed to be in place in 8,000 GP practices by 2014 but has been beset by controversies since its launch last year. It was finally put on hold after a series of blunders exposed serious problems relating to the confidentiality of patient information“, there we got the issues that the Guardian headlined with ‘NHS patient data to be made available for sale to drug and insurance firms‘ and ‘Privacy experts warn there will be no way for public to work out who has their medical records or how they are using it‘, which is actually an issue I raised more than once. So is Professor Noveck soliciting for data? Because there have been more than one marker in that paper to see as a consequence and the US in general is still massively horny for the UK NHS data sets. The report goes on for a total of 82 pages. In total it is actually a good sales pitch, but with my utterly paranoid mindset of once that data is no longer just with the NHS, the people relying on it will prefer to be dead than have to live through the aggravation that insurance companies will push them through. The page 78 mention of “the NHS could use this Brain Trust to expand its expertise outside its institutional borders. A pilot deployment would make it possible to determine empirically whether technology can bring expertise in from the outside efficiently” continues that path, because Brain Trust and expertise requires data access to set into a result. In addition ‘pilot deployment would make it possible to determine‘ tends to come with data attached, or accessible. I am not convinced that juice will be worth the squeeze and until the ghosts of data loss are set to rest (which is unlikely to ever happen), the entire sales pitch, no matter how good cloaked in 78 pages is one that the NHS needs to walk away from really fast. The PDF is at http://www.thegovlab.org/static/files/publications/nhs-health.pdf, so I will let you all decide how paranoid I am. The fact that the NHS did this with NYU and no critical report from, for example the University of Cambridge or the University of Westminster is actually an issue that a few others should make (just two of a collection of worthy investigative parties).

So is this ‘Smarter Health’ report healthy or smart? At present I fear it is neither!

 

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Choosing an inability

This all started last night when a link flashed before my eyes. It had the magical word ‘NHS’ in there and that word works on me like a red cloth on a bull. I believe that there is a lot wrong there and even more needs fixing, it needs to be done. There is no disagreement from anyone. The way to do it that is where the shoes start feeling tight. There are so many sides to fix, the side to start with is not always a given. There will be agreement and disagreement, yet overall most paths when leading to improvement should be fine. There is however one almighty agreement. You see the data analyses side of health care is not that high on the list. Most would agree that knowing certain stuff is nice, but when you have a primary shortage (nurses and doctors) the analyst does not rank that high on the equation. Although I am an analyst myself, I agree to that assessment of the NHS, my need is a lot lower than getting an extra nurse (at present). So when I see ‘Another NHS crisis looms – an inability to analyse data‘ (at https://www.theguardian.com/science/political-science/2017/feb/08/another-nhs-crisis-looms-an-inability-to-analyse-data), I start wondering what actually is going on. The first issue that rises is the author. Beth Simone Noveck is as the Guardian states “the former United States Deputy Chief Technology Officer and Director, White House Open Government Initiative. A professor at New York University“, you see, it is a given that Yanks always have an agenda. Is this about her book ‘Smart Citizens, Smarter State: The Technologies of Expertise and the Future of Governing‘? Just asking, because the by-line there is: “New tools—what Beth Simone Noveck calls technologies of expertise—are making it possible to match citizen expertise to the demand for it in government. She offers a vision of participatory democracy rooted not in voting or crowdsourcing but in people’s knowledge and know-how“, which seems to match the article. So, is this her sales pitch? You see, she must have missed the memo where the previous labour government wasted £11.2 billion on something that never worked and now as the NHS has plenty of crises moments, spending it on something that limits the growth towards nurses and doctors is a really bad idea.

Then she sets the focus on the HQIP with: “The Healthcare Quality Improvement Partnership (HQIP) conducts forty annual audits comparing hospital and physician outcomes, and the implementation of National Institute of Clinical Excellence standards across England and Wales. But, as HQIP Director Dr Danny Keenan admits, although they have the expertise to do the analysis, “we are woefully inadequate at translating such analysis into improvements. What’s the takeaway for the hospital or community provider Board or the medical director? They cannot understand what they have to do.”“, from that I get that the existence of the HQIP is under discussion because they cannot communicate. This we see in: ‘They cannot understand what they have to do‘, which means that the hospital or community provider Boards or the medical directors are either incompetent or there is a communication issue. I am willing to ‘auto-set’ to: ‘the inability to communicate’. I admit that I would have to read those reports to get a better view, but it is clear that the HQIP has a few cogs missing, which is on them and not on the NHS as such. So if the NHS needs to cut further, that’s where the cutting can start.

Am I against the HQIP? No, of course not, but the NHS has actual problems and putting more resources in communication gaps when a place is running low on gauss and staff the priority seems to be pretty clear. I also accept that if this path is taken that restoration of the NHS will take longer, I get that, but I hope you can agree with me that once the ability to properly aid patients is restored, we can look at the next stage of fixing the NHS, because aiding patients’ needs to be the primary concern for all sides of the NHS.

A second element in the given sales pitch comes from Dr Geraldine Strathdee, where we see “National Mental Health Intelligence Network, together with partners, launched the Fingertips Mental Health data dashboard of common mental health conditions in every locality. Strathdee points out there is a tremendous need for such benchmarking data: to design services based on local need, build community assets, and improve NHS services“, I have stated at a few conferences (mid 90’s) that there is an inherent need to document and create clear paths of internal knowledge retention, which included healthcare, education and government departments. I literally stated “as you grow the knowhow with your own staff members, you will increase their value, they will be better motivated and you create a moment when you become less and less reliant on outside sources, which usually cost a fair amount“, I have been proven correct in more than one way and the lack from some people who saw the gravy train benefit by being aligned with consultants is now at an end and those people tend to not have any allegiance, other than the need to grow their bank account. Creating internal knowledge points has always been a primary need and as this opportunity was wasted, we now see the plea ‘a tremendous need for such benchmarking data‘. They should have listened to some of their IT people a long time ago. The second opposition is seen in “Without it, NHS resourcing is just based on historical allocations, guesswork or the “loudest voice”“. This implies that there has been no proper data collection and reporting for well over 5 years, whilst 10 year gap would sound a little more correct (an assumption from my side). When you look at the Netherlands, there is a long list of reports that psychiatrists and psycho analysts need to adhere to and deliver towards those paying for the services. That has been the case for the longest time. What happens afterwards? Are they not properly collated and reported? In the Netherlands it was and I think it still is (a fact, not verified at present). Yet what happens in the UK? The yank might not know, but I reckon that if the MP’s ask these questions from Dr Geraldine Strathdee that we will get proper responses on what is done now, how it is recorded, reported on and considered for continued improvement. If all of that is absent, who should we talk to? Who needs to give an accountable response?

At that point the doctor becomes a little confusing to me; perhaps that is just me, because when I read “The data dictates investment in early intervention psychosis teams, which dramatically improves outcomes. Fifty per cent of patients get back to education, training or employment. However, there is a shortage of people able to draw these insights“, I just wonder what is set in reports. It is confusing because psychosis is only one of many mental health issues that are in play. When someone gets diagnosed as such a treatment plan comes into focus and as such data had no impact. The patient is either correctly treated or the patient is not. Data had no influence there, it is the carer’s report that is submitted and for that this person will either get the resources needed, or not. Data will not influence this. A report on how many are treated with psychosis is required, but as the reports are handed upwards, those numbers would be known and as such the required needs in medications, staff, treatment plans and of course the required funds to pay for all this would be known. If not, the question becomes: is Professor Noveck there to aid in obscuring events, or should we consider that the National Mental Health Intelligence Network has become redundant and is draining funds needlessly? If you think that this is an exaggerated notion, consider that when we look for the ‘National Mental Health Intelligence Network‘, we get the website (at http://mentalhealthpartnerships.com/network/mental-health-intelligence-network/), the latest thing on their website is a meeting from September 2013, in addition there is something from Professor Chris Cutts on STORM Skills Training and that is May 2014. So I think that the National Mental Health Intelligence Network did get itself involved in a sales pitch and a very poorly constructed one I might add. You see, when we go to Public Health England, we see that there are health Intelligence Networks, but the one they have is called ‘National Mental Health, Dementia and Neurology Intelligence Networks (NMHDNINs)‘, perhaps an oversight from the two sales people? You see the Mental Health Dementia and Neurology path gives us all kinds of information (shallow information I admit), but I wonder if that is wrong or just not the proper place to find it. In addition I see when I look at ‘Severe Mental Illness‘, some 2017 mentions (so it is up to date) with the Psychosis Care Pathway, where I see “The Psychosis Care Pathway provides a high level summary using 16 key indicators to help users assess and benchmark how they manage this important condition. This pathway is consistent with and linked to the Commissioning for Value Psychosis packs to be published by NHS England“, this is an interesting part isn’t it? Does this mean that this is happening, not happening, or more important, what on earth does Dr Geraldine Strathdee think she is doing? Perhaps it is an ill-conceived hostile takeover using an outsider who was published and has a name, whilst the minimum needs to be taken seriously are not even there (an up to date website perhaps). This whilst the mention ‘based at Public Health England‘ is an issue as the Public Health England (at https://www.gov.uk/government/organisations/public-health-england), has no mention at all of the ‘National Mental Health Intelligence Network‘, is that not odd? So what ill-conceived sales pitch are we reading in The Guardian?

Perhaps the quote ‘The NHS needs data analytical talent, which comes from a variety of disciplines‘ gives us that. And as the NHS has no immediate need to hire analysts, see there, the ‘National Mental Health Intelligence Network’ would come to the rescue and save the moment. Perhaps the first thing they would consider is hire a web designer and make sure that the latest INTEL is not 2+ years old (cautious advice from my side). In addition, as it seems that the NHS is likely to be pushed into a ‘we need analytics data‘ conversation (one they can go without at present), not taking the word from a professor and a doctor who dropped the ball might be a first notion to consider. Making a proper inventory of what data the NHS has and seeing if a conversation (a non-invoiced conversation) with someone from Q Research Software is likely to be a hell of a lot more productive than talking to the previous two ‘sales’ people that the Guardian article touches on. I will be honest I had a few issues with that program in the past (for specific reasons) but Q Software has never stopped improving and it has grown to the extent that it is now chiseling to the marginal groups IBM Statistics had and they are now losing those customers to Q Research, which is quite the accomplishment. In that I think it is Dr Danny Keenan who is likely to get the most out of such a meeting. From what the Guardian tells us, we get the implied understanding that he needs the solution to tell a better story. You see, translating statistical results into actions is done through stories. Not fabrications mind you, but a story that helps the receiver understand what direction would be the best to take. The listener will get a few options and each will have a plus and a minus side and usually the one with the best track movement tends to win. If that path includes successfully suppressing the negative elements even more, so much the better.

My main reason for opening this door is because there is enough low level talent in the NHS in several places that might have the ability to do this on the side, a simple path that allows additional reporting whilst not needing to drain essential resources. I call them ‘low level’ not because of anything negative. When working with proper analytics you need to have someone on your back and call with a degree in applied mathematics. Anyone claiming that this is not needed is usually lying to you. In the case of Q, a lot of the calculations have been auto completed and the numbers that are reflecting in the tables still need some level of statistics, but many with a tertiary business degree would have had exposure to a lot more stats than is needed here so as such this person would be low-level only in that regard. It is for all intent and purposes a reporting tool that goes a lot further than mere tabulation and significance levels. It could be the tool of choice for the NHS. Even when they start getting forward momentum, this tool would still be massively useful to them and any change might be limited to getting a dedicated person for this goal. Which with the current shortages all over the NHS is not that far a stretch anyway.

So as we realise what one program can do, we see the questionable approach that the sales person named Beth Noveck is making. The mention “the NHS should expand efforts already underway to construct an NHS Data Lab“, “Improving public institutions with data also requires strong communications, design and visualisation skills. Digital designers are needed who know how to turn raw data into dashboards and other feedback mechanisms, to support managers’ decisions” and “So the NHS needs to be able to tap into a wide range of data analytic know-how, from computer scientists, statisticians, economists, ethicists and social scientists. It is impractical and expensive to meet all of these needs through more hiring. But there are other ways that the NHS can match its demand for data expertise to the supply of knowledgeable talent both within and outside the organization

Three distinct statements which are not false, yet the first one is currently not feasible with the shortages that the NHS has the second one was debunked by me in merely 5 minutes as I introduced Q Research Software to you the reader. Anyone stating that this is not the best solution has a case, but in the shortage world the NHS lives in, with the cost of Q-Software against 93% of all other software solutions, it is the best value for money the NHS could ever lay there fingers on and the third one is even more worrying, because that expensive track of consultants is one of the ways that partially accounts for the £11.2 billion loss that the NHS already suffered. Should the esteemed professor come up with ‘additional considerations’ the NHS should become really scared, because there is a growing concern that some people want to get their fingers on the NHS data, the one treasure the bulk of ALL American healthcare insurers and provides want, because that is one data warehouse they have never been able to properly build.

She ends the article with “Whether the NHS wants to know how to spot the most high-risk patients or where to allocate beds during a particularly cold winter, it can use online networks to find the talent hiding in plain sight, inside and outside the health and social care system“, so how does that work? Where to allocate a bed in cold winter? Are they moved by truck to another location (impeding nurses and doctors as more aid needs to be given at that location), will it require the patient to move, which is actually simply done by finding out where a bed is available. The article is a worrying one, in that light that the article was published and I wonder if it was properly vetted, because there is a difference of many miles between a political science piece and an opinionated sales pitch. So my next step is to take a very critical look at “Smarter Health: Boosting Analytical Capacity at NHS England“, because my spidey sense is tingling and I might find more worrying ammunition in that piece.

 

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