Wednesday 19 June 2013

Noisy Politics

As elections approach in Germany, the number of surveys on voting intentions increases. Every week you can read some wild speculations on why party X lost one point, while another gained one. If you are tired of journalists who interpret nothing but noise in the data, you might want to have a look at the diagrams below. They show you the long term trend in voting intentions for each major party as a moving average of individual survey results (including surveys from all major research agencies). Confidence intervals for every survey estimate are also shown. The data is up to date - last included survey was published on June 18.






Monday 10 June 2013

The “yes we can” fallacy of market research



http://ecx.images-amazon.com/images/I/41bVTTI7mTL._SL500_AA300_.jpgThe plenitude of tools and specialisations that agencies offer to potential clients on the research market is stunning. If you listen to marketing speeches of the research industry, you will be tempted to believe that any question can be answered by research, at any time, anywhere, for any target population, and at reasonable costs. You want to know if the packaging of your product should be gradually bluer? You want to measure the long term return on investment of hiring external head hunters with absolute precision? You want to estimate customer satisfaction with a service that does not even exist yet? You might even have more esoteric issues that I cannot imagine right know? Just ask a research agency about the feasibility of your research project. The answer which is most likely to get is: yes we can. This might be the consequence of a competitive market. If one agency says “no we can’t” a potential client easily goes to another one. However, this does not mean that the conclusions drawn from overstretched projects are any better than speculations. But naïve trust in numbers makes dubious research a profitable undertaking for some agencies. Actually, many clients do not buy knowledge and insights but ‘numbers’ - no matter how they came about. To some people ‘numbers’ have the aura of precision and truth, at least as long as they broadly fit into one’s own presumptions on an issue. This is surely a poor understanding of what research is good for, but a popular one nonetheless. Basic methodological issues like sampling, statistical inference or psychometric considerations in research design are ignored way too often in practice. Ignorance rules in many businesses which buy research services. So, if you are on the client side and if you really want to gain insights, than focus on methodologically justifiable projects and give up on projects that are likely to produce nothing but useless ‘numbers’. And if you are really in the need for ‘numbers’, just throw some dices. This will deliver equivalently useless ‘numbers’. But it is significantly cheaper than commissioning research.   

Tuesday 28 May 2013

Saturday 18 May 2013

On integrity and the politics of research business


“I need some numbers which prove that I’m right.” As a market or social researcher you will probably have heard this phrase in one version or another. Regardless of where you work – in a private research agency, a public research or evaluation body, or as an in-house researcher for a company – you most likely provide a service to an end-user. And often when research is asked for, difficult decisions are to be made by those end-users, whether they are CEOs, marketers, policy-makers or else. The good news is that the more is at stake the more important your research is. At the same time stakeholders are more likely to expect specific results.

Surely not everyone working in the analytics, research or evaluation business has internalised a philosophy of providing solid empirical evidence. Providing evidence and advice is nothing more than a service to some researchers. And making the client happy might be considered more important than delivering an accurate picture of reality (or at least attempting to). In this case the client’s prejudices (and one’s own of course) are the benchmark by which findings are judged.

The situations in which you might find yourself confronted with pressures are multiple. So are possible consequences. For external research agencies the picture is clearest. They depend on their clients and are paid for what they deliver. This creates dependency. However, not being part of the organisation you consult can make you freer in pointing out difficulties and weaknesses. Additionally, independence can be reduced by having a large portfolio of different clients. As an in-house researcher you are closer to the end-users of research. This brings you in the opposite situation: you are economically more independent than an external service provider. However, career prospects, personal ties or the identification with your organisation can make it harder to resist demands of making up findings or misinterpret them.

Regardless of wether you stand inside or outside an organisation, it becomes really nasty when conflicts within the organisation arise. For example, the marketing department might commission research in order to use it for internal battles with the board. Becoming subject to such politics probably puts you in the worst possible position, especially when research findings do not match the expectations of those who commissioned it. This holds true for the private as for the public or non-profit sector. Non-profit research needs funding, which often comes with strings attached. Where research is used for political campaigning, conscious self-censorship and unconscious self-deception might also play a role due to one’s own attachment to the cause.

It is also not common to openly admit that you are subject to subliminal or outspoken pressures. As a matter of self-protection every researcher better keeps the image of relying on professional ethics rather than being a mercenary. The manipulation of results is only worth it to the end-user if the image of accuracy and rigorous application of methods is preserved. This makes it even harder to withstand pressures while other seemingly upright researchers do not.

The very nature of research is to generate evidence that holds true, independently of one’s own presumptions. Hence, an external benchmark – a test against reality encrypted by the protocols of rigorous methodology – is what gives research credit over belief. If you take Karl Popper’s epistemology of critical rationalism seriously, research is more of an endewer of testing and rejecting claims rather than picking up pieces of evidence that fit one’s own presumptions. This philosophy of scepticism, uncertainty of knowledge, and rejection is at odds with the philosophy of hope for prove and certainty and therefore with the philosophy of most end-users of research.

A good and popular institutional answer to this problem is to let research agencies and research departments be certified and regularly controlled by external auditors, as for example required by ISO 20252. Giving researchers a strong institutional incentive of keeping such a certificate helps to stand up against dubious pressures. This is because losing such a certificate would mean losing credibility. And only researchers and agencies with an image of credibility are of use to those who want to make up results. However, pressures normally arise below the radar of any certificate or auditor. They are normally related to a specific project and a specific researcher. Here the only thing that helps is personal integrity and the courage to stand up and defend it.

Wednesday 1 May 2013

An “Experimental Agency” for testing policies


Jim Manzi's book on real-world experimentation for policy making and business brings methodology back where it belongs: to the center of decision making processes. Ideas worth considering and a book worth reading!


http://www.manhattan-institute.org/uncontrolled/uncontrolled-header_01.jpg

Sunday 28 April 2013

Big data, politics, and more


Kenneth Cukier on Big Data and Obama’s micro-targeting strategy: 
“I think politics is forever changed because of this”