© K. Douka,  T. Higham, E. Mastora

Misuse of Bayesian modelling in the Palaeolithic : the recent case of Ksar Akil in PNAS


Bayesian statistical modelling is an increasingly widely used method in chronometric analysis in archaeology and environmental science. Like most statistical techniques, it must be used cautiously and carefully, with the users being adequately trained. Inputing the wrong prior data in a Bayesian framework can result in outputs that are wrong and misleading.


Over the last few years we have seen several cases where the authors of articles published in a range of important journals concerned with the Palaeolithic have included Bayesian models that make assumptions which cannot be defended, ignore stratigraphic (prior) information, or are just plain wrong. An article published in PNAS today (1 June 2015) is yet another example of such an application. It is clear that journal editors are simply not properly scrutinising modelling work by obtaining referees who are adequately schooled in the methods. 


In the paper, Bosch et al. use the OxCal platform to create a Bayesian age model for the site of Ksar Akil in Lebanon.  In that, Bosch et al. calculate an age for a human fossil named "Ethelruda" using a command in OxCal (Date) that allows you to obtain a posterior distribution function (PDF) for otherwise undated events within a model. Bosch et al. insert the command at what they assume is the appropriate place, prior to the start of the Initial Upper Palaeolithic at the site. The generated PDF(in red below) is taken as the earliest evidence for the precocious appearance here of modern humans. 


Unfortunately, what they calculate is an invalid probability distribution, one that is meaningless in terms of its statistical basis.


In a situation like this, at the start of a sequence, for a PDF to be calculated the Date command requires well-defined constraints. Bosch et al. omit this, and since there is no boundary to stop the resulting distribution from skewing backward in time, what they generated as evidence for early modern human appearance, is a modelling artefact. One which, unfortunately, forms the main conclusion of their article. Had they included a boundary prior to the start of the IUP (whether dated or not) followed by the Date command,this would have allowed the model to find a proper estimate for the calculated distribution. 


To illustrate this better and without getting into the nitty-gritty of the technical details, we have tried to reproduce what Bosch et al. did with a separate set of Palaeolithic data, from the site of Cavallo in Italy (because at this time we do not yet have the actual dates from Ksar Akil). In the figure shown below are the two models we generated for Cavallo. We use exactly the same dates in both cases - but come to completely different conclusions for the age of the undated phase (red probabilities). Why?

On the left hand side of the figure, we illustrate the correct way a PDF for an undated event at the base of a sequence is calculated. On the right hand side (also in red) is the way Bosch et al. have done it. By improper use of the Bayesian parameters these authors generated a long, square, truncated and unconstrained distribution, which is a modelling artefact, statistically and archaeologically meaningless. Note too how the age estimate in the left hand model is much younger than the right hand one, which is artificially skewed to be older. 


There is no need to point out the similarities between the age estimate for Ethelruda generated by Bosch et al. and our made-up calculation shown above. In their paper, Bosch et al. take their erroneous PDF and infer from it that anatomically modern humans predate 45,900 cal BP at the site. From this, they draw several far-reaching conclusions regarding the pathway of modern humans out of the Levant and into Europe.


The reality is that the presented age estimate for this important human fossil is not valid. Had they included other chronometric data previously published, for example, from the Mousterian levels of the site, to constrain their model the estimate would have been dramatically different. Had they simply used the Bayesian method in the proper way they would have obtained a more realistic age estimate. It would probably have been better for Bosch et al. to simply have used the start boundary in their model ("start dated IUP") as an estimate of the minimum age of the fossil, and to be cautious in interpreting the age of something that is essentially not dated. 



More on the same topic, with detailed illustrations here





PS: Because some of you asked us, here are also similar estimates for (1) the earliest Neolithic in the eastern Mediterranean and (2) the earliest ever calculated arrival of  Clovis in America under the same assumptions as the models above, in which we had an undated human skeleton just underneath the earliest dated phase. What's your take? Justified or unjustified?








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