Magic Statistics

“I accept no responsibility for statistics, which are a form of magic beyond my comprehension.” — Robertson Davies

September 30th, 2005 at 11:13 pm

You can believe this

The Office of National Statistics, the official statistics agency of the U.K. government, did a survey on their credibility among the British public. The results were not good. The Scotsman newspaper reports:

One in three people does not believe official statistics according to a survey . . . by the Office for National Statistics.

Only four in ten trust government figures - suggesting that spin doctors have created a climate of public distrust about official statistics, even when the data is [sic] accurate.

The inevitable government spokesman said everything's fine.

A spokesman for the ONS said: "National Statistics are produced to high professional standards. They undergo regular quality assurance reviews to ensure that they meet customer needs. They are produced free from any political interference."

I'm afraid he's right, if only because it would be practically impossible for a national statistics agency to cover up any doctoring of official numbers. The ONS employs many thousands of data analysts, hundreds of whom are involved in estimating, say, the monthly unemployment rate. Getting away with altering that statistic for political reasons requires that all of those analysts keep their mouths shut—forever.  A cover-up of that magnitude could not survive more than a few days. Someone would spill the beans.

The Watergate cover-up conspiracy, involving only a few men with immense political power, lasted less than two weeks. How long could a conspiracy involving hundreds of politically powerless number-crunchers last? I know I'd sing right away. Sitting quietly by while statistics that I painstakingly estimated using all my arcane statistical expertise are falsified and then released to the public isn't in my job description.

As long as I'm talking about the ONS, I thought I'd post this photo of me in front of the Office of National Statistics building, 1 Drummond Gate, London, taken in July 2004. It's in a very nice neighbourhood, close by the Tate Britain gallery and not too far from Harrod's.

I didn't go in to chat with my professional peers. Besides the fact that I looked like a drowned tourist (it was a rainy day), this was on a Saturday, so the building was closed.

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September 29th, 2005 at 7:33 pm

Who is your favourite candidate for the US Supreme Court?

JUDGE EDITH HOLLAN JONESJUDGE EDITH HOLLAN JONES
U.S. Court of Appeals, Fifth Circuit, appointed by
Reagan, born 1949
A Texan! Nearly nominated to Souter's seat by
G.H.W. Bush. You're hoping the son follows
through! Jones is considered radioactive by
Democrats, which you (and the administration)
might consider a plus!

My favorite candidate for the Supreme Court
brought to you by Quizilla

I took the test just for a lark because, being Canadian, I obviously have no horse in this race. I'd never even heard of this judge before, but I like her already: Any sitting judge considered "radioactive" by Democrats sounds worthy to me. On the other hand, that means a bruising battle to get her confirmed and I don't know if President Bush is up for that. But maybe he'll surprise us—again!

via The Brothers Judd.

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September 29th, 2005 at 6:40 pm

First Things editors start a non-blog

Richard John Neuhaus, editor-in-chief of First Things, has announced a new online feature entitled On the Square, found on the journal's home page. Fr Neuhaus and other First Things editors will contribute items that do not really belong in the monthly journal. It looks like a blog, and it sounds like a blog, but Fr Neuhaus pointedly rejects the blog label: "Among other things this is not . . . it is not yet another of those interactive blogs."

In his first post contribution, editor Joseph Bottum elaborates on the new non-blog:

The trouble with blogging, RJN, is narrative structure. Or maybe voice. Or maybe diction. Or maybe syntax. Or maybe I just don’t have a clue about the deep configuration of the blog entry as a literary genre. Does anything go? Does nothing go? I’ve got this really nice little thesis—the kind of thing that comes to one late at night, the perfect sort of little thought that always falls apart in any actual attempt to express it—about how the novel is being turned from an Aristotelian to a Platonic art form.
. . .
I wondered . . . whether this is a bloggable notion. Does one blog a little idea extensively? Or a big idea sketchily? Do you make a small point in numbing detail, or gesture airily at a big point? As an airy gesturer, by natural inclination and generous training in the world of opinion journalism, I hope the sketch is the right way to go.

I've pondered that myself—briefly.

Mr Bottum's second contribution is much less philosophical. He mentions Alan Jacobs's soon-to-be-released biography of C.S. Lewis and then links to a news story about the turbulent friendship between Lewis and J.R.R. Tolkien.

If "On the Square" is half as interesting and thought-provoking as First Things, it will be a blog website to watch.

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September 29th, 2005 at 5:52 pm

First-Temple era seal discovered in Jerusalem

A First-Temple period seal has been found in rubble from Jerusalem's Temple Mount. The seal impression contains three lines in ancient Hebrew and is believed to be approximately 2600 years old.

The small - less than 1 cm - seal impression, or bulla, discovered Tuesday by Bar-Ilan University archaeologist Dr. Gabriel Barkay amidst piles of rubble from the Temple Mount would mark the first time that an written artifact was found from the Temple Mount dating back to the First Temple period.

Here's the whole story.

via The Anchoress.

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September 29th, 2005 at 5:40 pm

Pro-wife-beating imam receives severe sentence

Mohamed Kamal Mustafa, imam of a mosque in Fuengirola, Spain, wrote a book Women In Islam four years ago, in which he said that Islamic law permits the beating of disobedient wives, as long as no marks are left on her body. Last year he was fined and sentenced to 15 months in jail for inciting violence against women. But now a Spanish judge has released him after serving only 22 days "on condition that he undertake a re-education course".

The judge told Mohamed Kamal Mustafa . . . to spend six months studying three articles of the [Spanish] constitution and the universal declaration of human rights.

That'll learn him!

News item in Daily Telegraph here. Further commentary from Robert Spencer here.

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September 29th, 2005 at 5:25 pm

Wow! That’s a relief

Science has proved that it's impossible to sink to your death in quicksand. That's the good news. The bad news is that you can sink in up to your waist and, once that has happened, it's practically impossible to be extricated without major bodily damage.

Research has shown that it is impossible for people to sink into quicksand much beyond the waist — but it is equally impossible to pull someone out once they are stuck.

Any attempt to drag a person out with a horse or truck would put them in much greater danger than leaving them be: the forces involved would tear them apart. To pull a person’s foot out would require as much force as it takes to lift a family car, and the body would give way before the sand relinquished its grip.

Read the whole thing.

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September 29th, 2005 at 6:19 am

St Michael and All Angels

The collect for today, the day of St Michael and All Angels, from the 1662 Book of Common Prayer:

O everlasting God, who hast ordained and constituted the services of Angels and men in a wonderful order: Mercifully grant, that as thy holy Angels alway do thee service in heaven, so by thy appointment they may succour and defend us on earth; through Jesus Christ our Lord. Amen.

The Feast of St Michael & All Angels is also known as Michaelmas. The Roman Catholic Church celebrates today as the Feast of Ss. Michael, Gabriel, and Raphael.

The name Michael is a variation of Micah, and means in Hebrew "Who is like God?"

The archangel Michael first appears in the Book of Daniel, where he is described as "one of the chief princes" and as the special protector of Israel. In the New Testament epistle of Jude, Michael, in a dispute with the devil over the body of Moses, says, "The Lord rebuke you". Michael appears also in Revelation as the leader of the angels in the great battle in Heaven that ended with Satan and the hosts of evil being thrown down to earth. There are many other references to the archangel Michael in Jewish and Christian traditions.

Following these scriptural passages, Christian tradition has given St. Michael four duties: (1) To continue to wage battle against Satan and the other fallen angels; (2) to save the souls of the faithful from the power of Satan especially at the hour of death; (3) to protect the People of God, both the Jews of the Old Covenant and the Christians of the New Covenant; and (4) finally to lead the souls of the departed from this life and present them to our Lord for judgment. For these reasons, Christian iconography depicts St. Michael as a knight-warrior, wearing battle armor, and wielding a sword or spear, while standing triumphantly on a serpent or other representation of Satan. Sometimes he is depicted holding the scales of justice or the Book of Life, both symbols of the last judgment.

Very early in church history, St Michael became associated with the care of the sick. The cult of Michael developed first in Eastern Christendom, where healing waters and hot springs at many locations in Greece and Asia Minor were dedicated to him. Michael is supposed to have appeared three times on Monte Gargano, southern Italy, in the 5th century. The local townspeople believed that Michael's intercession gave them victory in battle over their enemies. These apparitions restored his biblical role as a strong protector of God’s people, and were also the basis for spreading his cult in the West.

The photo on the right shows Sir Jacob Epstein’s statue "St Michael Subduing the Devil" on the outside wall of Coventry Cathedral. The former medieval cathedral was destroyed and over 500 people killed on the night of 14 November 1940 during a Nazi bombing raid. A new cathedral, right beside the ruins of the old, was built in the late 1950s. Sir Jacob’s enormous bronze statue weighs four tons and the figure of St Michael is over 6 metres tall. Placed next to the main door, it is said to be symbolic of the triumphant resurrection of the Cathedral despite the powers of evil and destruction.

Based on the teachings of several post-New Testament writers, James Kiefer tells us Everything you never wanted to know about angels.

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September 28th, 2005 at 9:47 pm

Mystery man

The study by Gregory S. Paul on religious faith and social problems has been spinning around the blogosphere for two days now. So, who is this Gregory Paul anyway? It turns out that he is really a "freelance" paleontologist with no apparent experience in sociology, social science research, or statistical analysis. (Those who have read this post already know that Mr Paul’s knowledge of statistical analysis is, shall we say, sketchy.)

Kathy Shaidle points us to an interview with Mr Paul printed in an Australian newspaper. Even though the reporter lobbed him softball questions, he sounds like he’s not sure what he’s doing analysing social behaviours.

The Journal of Religion and Society (JRS), where Mr Paul’s paper was published, is apparently willing to publish articles contributed by authors with no expertise or qualifications in their area of study. The table of contents of the current issue of the JRS lists affiliations for most contributors, but Mr Paul is listed only as: "Gregory S. Paul, Baltimore, Maryland." One could conclude that he does not hold a relevant position at an academic or other research institution. In view of the poor quality of Mr Paul’s analysis, I’d be interested to know if the JRS is a refereed journal, or do they publish just about anything they receive?

An enterprising blogger named John Williams at Thudfactor went so far as to e-mail the Journal of Religion and Society to ask if they had any further information about Mr Paul’s experience and credentials. I guess I shouldn’t be surprised, but still I was astonished to read that the JRS knows nothing about this fellow—except that the e-mail address he provided to the journal is no longer in service. (Didn’t they even get a mailing address from this guy?) Mr Williams also links to a Wikipedia entry on one Gregory S. Paul that describes him as a "freelance paleontologist, author and illustrator" who "is best known for his work and research on theropod dinosaurs . . . " No mention of any proficiency in social science research or statistical analysis. (Who wrote this entry for Wikipedia anyway? Any bets it was—Gregory Paul?!)

Finally, a Google search for "Gregory Paul" turns up this web page which lists Mr Paul as a speaker recommended by the Council for Secular Humanism for debates with young-earth creationists.

So, what can be pulled together from all this? Gregory Paul has published a study of social problems and religious faith; but he has no apparent expertise or qualifications in social science research so, predictably, said study is statistically invalid. Said study was published by a journal that apparently does not have high standards for articles it publishes, and it does not even know how to contact Mr Paul. Finally, said study makes a ham-handed attempt to portray religious faith as a dangerous and socially destructive force in the U.S., and it transpires that the author is on the Council for Secular Humanism’s list of recommended speakers.

I think that Mr Paul has successfully played a big con game. That, at least, inspires a grudging (not to say perverse) admiration.

UPDATE: John Williams tells me he didn't phone the JRS, he sent an e-mail. The post has been amended accordingly.

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September 28th, 2005 at 8:18 pm

An office with a view

This was taken from my office window this morning shortly after 7:00 am. (Click on photos for enlarged views.) That's when I arrive at work; I'm usually the first one there. We've had beautiful crisp, clear days recently, so I thought it would be good to post a couple of photos. My office is on the fourth floor of an office building in downtown Whitehorse, and my view faces east toward the Yukon River.

This photo was taken just about 8:30 am. Sunrise has officially past, but from this angle the sun has not yet appeared over the hill straight ahead. That's not snow on the hill; clouds are rolling up the far side of the hill and down the other. Quite a neat effect.

For maps of Whitehorse and its several neighbourhoods, click here. My home is in Copper Ridge. I can make it to the office downtown in ten minutes by car, but only because there's hardly any traffic on the road when I'm heading to work. At busier times, it can take up to fifteen minutes. Not much of a commute by southern standards. That's one of the many advantages to living in a small city.

Now the question that everyone from down south will be wondering: When does winter start in Whitehorse? Generally, we can expect to have a significant snowfall by mid- or late October. So–maybe a few weeks from now. According to the current five-day weather forecast, we can look forward to rain with high temperatures of around plus 8° Celsius and lows around zero. Rain? Yeccch! I'd rather have snow.

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September 27th, 2005 at 9:55 pm

From our bulging “How not to do statistics” file

This headline in today's Times of London certainly piqued my interest: "Societies worse off 'when they have God on their side'". The story, by Ruth Gledhill, summarizes a study in the Journal of Religion and Society.

Religious belief can cause damage to a society, contributing towards high murder rates, abortion, sexual promiscuity and suicide, according to research published today.

According to the study, belief in and worship of God are not only unnecessary for a healthy society but may actually contribute to social problems.

My interest was piqued for two reasons: I'm a Christian and I'm a statistician. So, I decided I needed to look into this. The first thing to do was find and read the original study, if at all possible. There was no link at the news story to the study or to the Journal of Religion and Society. However, a few minutes with Google and I had tracked them down. The html version of the article can be found here, and the pdf here.

In all honesty, I was not surprised to find that the article does not say what Ms Gledhill reports. (In my professional experience, it is not uncommon for untrained people to misinterpret or misunderstand statistics.) Ms Gledhill's news article uses the language of causation: "Religious belief can cause damage, contributing" toward all kinds of bad stuff. "Belief in God . . . may actually contribute to social problems".

However, the actual article, by a researcher named Gregory S. Paul, is careful to avoid attributing causation. Mr Paul repeatedly states that he is only investigating correlations, not causal relationships. This is one of the most common errors in interpretation of statistics: Correlation is not at all the same thing as causation. I see this fallacy committed all the time. Even Statistics Canada makes this error occasionally. In fact, however, it is impossible to prove that a causal relationship exists between two (or more) variables solely through statistical analysis. (If only it were that easy.)

So, first conclusion: Ruth Gledhill's news report in the Times misrepresents the content of Mr Paul's study. (Note: I am not impugning Ms Gledhill's journalistic integrity. I assume that the misrepresentation was unintentional, but nevertheless that is what happened.)

However, Mr Paul is not off the hook. I found serious—indeed fatal—flaws in his analysis.

I pass over his lengthy and tendentious discussion of evolution and creationism. This, it seems to me, is basically tangential to the main point of his study, which is to examine correlations between religious belief and various social problems. Indeed, this only ends up confusing the issue because sometimes Mr Paul speaks as if belief in God and rejection of evolution are synonymous. But of course they are not. He himself acknowledges the existence of theistic evolutionists and evolutionary creationists, both of whom accept Darwinian evolution. The issue is further clouded by the fact that he never gives precise definitions of "evolution" or "creationism". Thus, at one point he implies that the Roman Catholic Church rejects the theory of evolution when, in fact, Pope John Paul II was the fourth pope in the 20th century to state that there is no conflict between evolution and the faith of the church. (There is no indication that the current pope thinks any differently.) The study would have been much clearer if Mr Paul had omitted all reference to evolution and creationism—but then his paper would have been at least one-third shorter.

Mr Paul proposes to correlate measures of religious faith with data on the occurrence of such social problems as homicide, suicide, sexually transmitted disease, and abortion. The plan of the study is to gather and compare data for countries he refers to variously as "prosperous developed democracies" and "developing democracies". The definition of these terms is never discussed; he just seems to assume we'll all know exactly which countries he's referring to. Eighteen countries are included for data comparison; among those omitted without clear explanation are: Italy, Greece, Finland, Luxembourg, and Belgium. Why are these left out? He mentions in passing that "[t]he especially low rates [of homicide] in the more Catholic European states are statistical noise due to yearly fluctuations incidental to this sample", but no statistical evidence corroborating this assertion is provided. India would seem to fit in with "developing democracies". Why was it excluded? Not "prosperous" enough? Don't know: Mr Paul doesn't say. Why were Russia, Poland, Czech Republic, and the rest of the new eastern European democracies excluded? Don't know: same reason.

So, Mr Paul's sample frame appears arbitrary. Obviously, in a sample of eighteen observations, inclusion or exclusion of only one or two observations can make a big difference in the results.

Another problem with Mr Paul's sample frame is that the time frame of the observations is ambiguous. Referring to data on the social problems under examination, he says: "Data is [sic] from the 1990s, most from the middle and latter half of the decade, or the early 2000s." So, it sounds like the sample of data to be compared uses different reference years for different countries. Nowhere does he list which year pertains to each data observation. At best, this is very sloppy statistical practice. If one were suspicious, one might point out that this makes cooking the results child's play.

Religious faith and acceptance of evolution were the only variables compared with the incidence of social problems. This decision was justified thusly: "The cultural and economic similarity of the developing democracies minimizes the variability of factors outside those being examined." This claim is highly debatable. There are many socio-economic data series that vary widely across the eighteen countries and that plausibly have a significant impact on social conditions, e.g., income distribution, proportion of GDP spent through government, social and cultural cohesion, fertility and mortality rates, age structure of the population, etc., etc. Failure to look at these and other exogenous data would introduce bias into the results, further calling them into question.

Mr Paul presents a series of charts plotting the incidence of religious belief paired with each of the social problem variables. The accepted statistical procedure at this point would be to present estimates of correlation coefficients and measures of goodness-of-fit. These estimates are necessary because they provide the precise quantification of relationships among the observed variables. How closely are they correlated? How much of the variation in the observed data is explained by the correlation? These are the basic nuts and bolts of statistical analyses of this kind. Calculation of these statistics can be done in a few different ways; one of the more common is by use of a technique known as linear regression analysis. So, I couldn't believe my eyes when I read this:

Regression analyses were not executed because of the high variability of degree of correlation, because potential causal factors for rates of societal function are complex, and because it is not the purpose of this initial study to definitively demonstrate a causal link between religion and social conditions. . . . Therefore correlations of raw data are used for this initial examination.

This is simply inexcusable in a research project involving statistical analysis. I have never seen anything like this—either in my professional career or in my university studies of statistics and econometrics.

The three reasons listed for skipping the regression analysis are all bogus. "High variability of degree of correlation" is precisely why goodness-of-fit is estimated. If high variability appears to be an issue, that's all the more reason to run regressions. The second reason, "potential causal factors for rates of societal function are complex", is another reason why regression analysis needs to be conducted: to assess the impact of the unspecified correlated (not necessarily "causal") factors. Furthermore, this reason seems to contradict what Mr Paul said earlier: "The cultural and economic similarity of the developing democracies minimizes the variability of factors outside those being examined". The third reason, that the purpose of the study is not to establish causal relationships, is a red herring. Regression can be used to estimate supposed causal relationships, but it can also be used to calculate correlation coefficients without any implication of causality. In any case, if Mr Paul is worried to avoid causal inferences, there are other equally valid techniques of calculating precise correlation estimates.

Worst of all, Mr Paul's "correlations of raw data" amount to eyeballing the pair-wise data plots. This hardly qualifies as a correlation analysis–or any kind of statistical analysis. How unscientific can you get!

There are many more criticisms that could be raised but, as far as technical statistics goes, these are the most salient ones. In my professional judgment, the statistical and scientific validity of Mr Paul's study, and therewith of Ms Gledhill's news story, cannot be accepted.

UPDATE: Follow-up here.

UPDATE 2: Later development here.

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September 27th, 2005 at 6:35 am