Board of the Foundation of the Scandinavian Journal of Statistics Scandinavian Statistics, Some Early Lines of Development Author(s): Tore Schweder Source: Scandinavian Journal of Statistics, Vol. 7, No. 3 (1980), pp. 113-129 Published by: Blackwell Publishing on behalf of Board of the Foundation of the Scandinavian Journal of Statistics Stable URL: http://www.jstor.org/stable/4615787 Accessed: 20/10/2010 05:20 Your use of the JSTOR archive indicates your acceptance of JSTOR's Terms and Conditions of Use, available at http://www.jstor.org/page/info/about/policies/terms.jsp. JSTOR's Terms and Conditions of Use provides, in part, that unless you have obtained prior permission, you may not download an entire issue of a journal or multiple copies of articles, and you may use content in the JSTOR archive only for your personal, non-commercial use. Please contact the publisher regarding any further use of this work. 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The history of Scandinavianstatistics (pre 1920) is sketched. The exposition is journalistic.For 10 early Scandinavian statisticians some background material together with a rough summary of their contributionis presented. A drawn portrait and a selected bibliographyis also presentedfor each. this work. Anders Hald, Herman Wold, Lars Erik Oller and others deserveparticularthanks for their help at the outset. Key words: History of statistics, least squares, cumulants, stochastic processes, survey sampling A brief historicalsurvey We can trace three distinct main lines of development in early Scandinavianstatistics. The oldest one may be termed social statistics: population Preface statistics and demography, statistical sociology The following is based on the exhibition with the and "official" statistics with survey sampling.The abovetitle,whichwaspresentedat the 11thEuropean second line is that of mathematicalstatisticsand its meeting of statisticians,Oslo, 1978. The aim of the applications: regression, analysis of variance, exhibition was not to present a complete picture series expansions, cumulants and other general of the early history of statisticsin Scandinavia,but theory. Modelbuilding and applications of theorather to throw some light on some of our more retical concepts was undertaken in the fields of outstanding predecessors.The following "journa- insurance,forestry, astronomy, biology and social listic" exposition is based on what I have come sciences.The final main line was that of stochastic across in biographies,obituariesand the like and, processes:Poisson process,risk theory and queuing on the study of some of the works mentioned in theory, and its applicationto insuranceand engithe bibliography.In addition to the coarse descrip- neering. tion of the work of the variousauthorsI have tried to place their work against a culturaland personal Social statistics background.I hope the reader will share my view The developmentof social statistics was basically that this is of interestin additionto the chronology nonmathematical.It startedwith Wargentinand the and priority of the various contributions. My Swedish population statistics, produced regularly presentationis that of an amateur in the history from 1749 - the world's oldest. of science, but despite its briefness, omissions, Someearlierpopulationnumberswerefor military biases and other shortcomings,I hope it will be of reasons kept as state secrets and not published. The achievementsof Wargentinand coworkerswere some value. Below follows a brief historical survey of early not so much in the theoreticalrealm but more in Scandinavianstatistics,which except for Lindeberg making the value of population statistics underis pre 1920. In the next section I have raised some stood, in establishingan administrationfor populaquestions and put forward some views. Then my tion enumerationand in publishinginterestingand 10 favourite early Scandinavian statisticians are reliable population statistics. From the time of presented in alphabeticalorder. The portraits are Wargentin,official statistics in the area of demodrawn by my father Carl Schweder.In the selected graphy and also economics was steadilyimproved bibliographiesI have included what seems to me in Scandinavia. to be of primaryinterestto statisticians.Secondary The area of statistical sociology was opened by readingis also included,some of which gives com- Eilert Sundt, a theologist who devoted his life to the study of the underpriviledgedin Norway. He plete bibliographies. I want to thank the University library in Oslo collected statistics on a number of sociological and Troms0 for the help I receivedin carryingout variablespreviouslyneglectedand he made impor8-801928 Scand J Statist 7 114 T. Schweder tant contributionsto demography.His researchwas characterized by good design and analytical methodology. As his contemporary Karl Marx, Sundt wrote for the common man, often in a poetic style. Throughout the 19th century statistical bureaus were organized to collect and present official statistics.It was felt that importantquestions, particularly of a social statistical nature, would be impossible to answer if only the method of total enumerationwere used. Kier, head and originator of the Norwegian CentralBureau of Statisticshad well documented stratified sample surveys carried out in the 1890's. He argued strongly to have the method internationallyacceptedand furtherinvestigated. Stochastic processes Important areas of the young field of stochastic processeswere developedin Swedenand Denmark. In 1903 the actuaryLundbergpublisheda remarkable thesis in which he worked out a theory for Markov jump processes. His aim was to establish a collective risk theory of insurance.Independently, in 1909, the Copenhagen mathematican Erlang was led to the Poisson process and its relatives. His area was that of communicationengineering and he is well known as the founder of queueing theory. Both the two men had a sound mathematical background, and they were early engaged in practicalwork. Lundbergstartedhis long insurance careerat the age of 21, and Erlangwas hired by the Copenhagen Telephone Company. In addition to the mathematicalfascination,their ground-breaking Mathematical statistics with applications work was inspired by the practical problems they The development of mathematical statistics in were faced with. Scandinaviastartedin Copenhagen,actually in the Erlang's works were immediately recognized Mathematisk Forening (Mathematical Associa- and put to use. Lundbergwas also judged as briltion). A strong Danish school of statisticsevolved liant-but impossibleto understand.It took 30 years and it may be argued that it rivalled the London before the statistical community really started to school as the leading center of statisticsat the turn digest the conceptualmethodologicalachievements of the century.The backgroundof the Copenhagen of Lundberg. school was formed by Gauss and his theory of least squaresand normal distribution. Out of pure intellectual interest, a member of Historicalperspective Parliamentand professor of German, Oppermann, picked up the Gauss theory. The young Gram Our Scandinavianhistory is, of course, part of the refined Oppermann's ideas of linear space and broader European history. The cultural contacts orthogonalizationaiming at a theory of approxi- with continental Europe and Britain were strong mation. In the hands of the astronomerThiele the throughout the period of our interest and this is theory ripened into a mature and modernbody of reflected in the Scandinavianhistory of statistics. science featuring the basics of regression,analysis The flux of ideas from Europe is quite evident in of variance, asymptotic expansions, semi invari- the work of Wargentin-he corresponded with ants (cumulants)and elements of estimation and Siissmilch,Deparcieux,Price; in that of Sundt and testing theory. In 1889 Thiele publishedthe (first?) Kiaer-the latter was a very active member of the textbook of mathematicalstatistics with the well- newly founded ISI; and in the Copenhagenschool chosen title: Almindelig Iagttagelseslxre (General with their dependenceon Gauss and the German mathematicaltradition.Both Lundbergand Erlang theory of observation). Parallelto theirtheoreticalwork, the Copenhagen relied on the mathematicaltradition,but as to their statisticianswereeagerlyapplyingmathematicaland originalcontributionsin stochasticprocessesit is not statistical methods to problems of practical im- straightforwardto trace any direct influencesfrom portance.Oppermannand Gram were interestedin abroad. How about the flux of ideas the other way? forestry, Thiele of course in astronomy, and they What was the impactof Thiele's1903 Englishtranswere all deeply involved in insurance. Copenhagenremainedthe centerof Scandinavian lation: Theory of observations? Did the young statistics. After 1900 mathematical statistics also Fisher read Thiele and thereby get inspirationfor dispersed to Sweden and later to Finland and his ANOVA and his cumulants which was a reinNorway. In Lund the professor of astronomy vention of Thieles semiinvariants?What about Charlierworkedto spreadstatisticalideasto various Lundberg?He probably did not have much direct fields of applications. So did the Finnish mathe- impact;why was it necessarywith a Cramerto make maticianLindeberg,who is known for his work on the contribution of Lundberg appreciated?There are many questionsto which I have no answers,but the CentralLimit Theorem. Scand J Statist 7 EarlyScandinavian statistics 115 I think it would be of great interest if someone would trace the history of these statisticalideas. Besides this subject we have the equally important subject of the sociology of science. What were the forces behind the scientific developments -was there any technical, economical or bureaucratical need for the results obtained? Did the ideas mainly springout from an academictradition or was the contact with other sectors of society of importance?Without exception the actors on the statisticalscene presentedin this paper had a solid University training. However, the majority had their occupation outside the University,and only Lindebergworked in a mathematicaldepartment. Wargentinand Kiaerworked mainly in the interest of an enlighted state and bureaucracy, Sundt worked for the enlightenmentand the interest of the underprivilegedout of own moral and basic politicalreasons.The initiatingforcesbehindOppermann, Gramand Thieleseem to have been basically mathematicaland intellectual,but theirinterestand engagementin insurance, forestry and astronomy no doubt representedinspirationsand contributed to the molding of their work. Also Lundbergand Erlang were mathematiciansat the outset who broughttheirknowledgeand abilitiesout in the field (insuranceand communicationengineering)and had it exposed to practicalneeds. This contact not only influencedtheirchoice of area of study,but also had a strong impact on the way they carriedout their researchand the results they obtained. It may also be noted that all, maybeexceptSundt, were regardedas prominentand successfullmen of their time. Sundt's researchwas too radical to be sufficientlyappreciated,but for the rest it seemsthat particularlytheir applied mathematicalwork was highly appreciatedby their society. In summary,earlyScandinavianstatisticsemerged as a basicallyappliedsciencerooted in mathematics and the broaderEuropeanintellectualtradition.Its practitioners were respected members of society and the achievementswere of a high, some times history-makingstandard. Scand J Statist 7 116 T. Schweder Charlier, Carl Wilhelm Ludwig (1861-1934) Charlierwas professorof astronomyin Lund. Early he was mainly occupied with theoretical astronomical questions. Later he worked with stellar statistics and, in particular, with the spatial distributionof helium stars. At the age of 43 Charlierturnedto statisticsand after 1904 he functionedmore or less as a professor of statistics.A chair of statisticswas establishedin Lund in 1924, mainly on Charlier'sinitiative. Charlierhad regular contacts with Copenhagen Scand J Statist 7 and must have known the works of Thielewho also was a professorof astronomy.In Thiele'stextbook the expansion of Gram was discussed at length, Without referring neither to Gram nor Thiele, Charlierpublishedthe same expansionin 1905. He based his exposition on Fourier series and (improperly)on the inversionformula. Charlier worked to disperse statistical ideas to other academic diciplines, mainly biology, and he fitted probabilitymodels to a numberof data sets. Early Scandinavianstatistics 117 *~~~~~~~~~~~~~~~~ ,.-e Erlang,AgnerKrarup(1878-1929) With a solid background in mathematics and physical science, Erlang was in 1908 hired by J. L. W. V. Jensen (Jensen'sinequality)to apply probabilitymethods to the problemsof the Copenhagen Telephone Company. The two met in the MathematicalAssociation.At that time the manager of the Companyhad alreadypublishedtwo papers employing probability arguments to telephony. Erlang continued working with the Company for the rest of his life. In orderto find the rightnumberof circuitsof an automatic telephone exchange with a given traffic load and to solve other problemsin communication engineering, Erlang introduced the Poisson processes and other related stochastic processes. He establisheda conceptualand methodologicalframework of queueing theory. Prior to 1908 he was consulted by Jensen, and he was able to publish this major achievement as early as in 1909. In solving for the waiting time distributionand other properties of his models, Erlang considered the stationaryaspects of the system. He called this the method of "statistical equilibrium",and used it efficiently.In this mannerErlangwas able to present quite brief and elegant arguments for his results. The time was ripe for Erlangscontributions.His results were promptlyput to use both in Denmark and abroad. His 1917 paper was translated into English and German in 1918 and into French in 1922. The engineeringcommunity was so eagerly waitingfor such resultsthat a Frenchand an American engineer studied Danish to be able to read Erlangsworks as they appeared. On his mother's side Erlang was of the great Krarup family. Since the time of Tycho Brahe, membersof the family held chairsat the University of Copenhagen. Traditionally the male members of the family were clergymenand the females were wives of clergymen.Erlang'sfather was however a schoolteacher. As Galton did in 1873, Erlang publishedin 1929the problemof findingthe probability of a surname going extinct. Unlike the readershipin London55 yearsearlier,that in Copenhagen was able to deal with the problem and the journal received three solutions, two of which were complete. The same year Erlang died, leaving no children. Scand J Statist 7 118 T. Schweder Gram, Jorgen Pedersen (1850-1916) At the outset, Gram was a Copenhagenmathematician. Later he became interestedin forestryand insurance,but he maintained his mathematicalinterest. Gram was managingdirectorof a non life insurancecompany which he founded and he was involved in the life insurancecompanyHafnia togetherwith Oppermannand Thiele. In his thesis of 1879, later publishedin Crelle's journal, Gram worked out a theory of function spaces. Following Oppermann (and Gauss), he developed stepwise regressionby successiveorthogonal projections.By lettingthe numberof observations increaseto infinity,he was led to the concepts of L2 distance,innerproductand orthogonalityfor Scand J Statist 7 the space of continuousfunctions.He also obtained the Pythagoras theorem for the projection on a space spanned by a set of orthogonal functions. Gram consideredthis a theory of approximations. Becauseof a lack of measuretheory, his characterization of the space spannedby an orthogonalbasis is not completely satisfactory.But except for the notion and results on completenesshe laid out the basics of Hilbert space theory. Among the three systemsof orthogonalfunctions whichGramconsideredwe find the derivativesof the normal curve D'(e-'O)n = 1, 2, .... Linear approximation by these functionsgive the Gram-(Charlier) expansion. EarlyScandinavianstatistics 119 .. .... ~ ..i. ~ ~ "..., ......-: Z f .......... rs Nicolai (1838-191. ) Kier.,AndersNicolai (1838 1919) The name of Anders Kiar is intimatelyconnected with the Central Bureauof Statisticsof Norwayand with random survey sampling. As a young lawyer he came to the StatisticalOffice of the Department of the Interior. On his initiative this office was reorganized in 1873 as the Central Bureau of Statisticswith Kiwr as director,a position which he held for 46 years. Kiaerpersonallyled a number of the statistical investigationsof the Bureau in the fields of economics, sociology and demography,and he normally wrotethe introductionsto the variousstatistical publications. The standardmethodof the time was that of total enumeration.It was howeverclear to Kier and his coworkerJacobNeumanMohnthatmanyquestions, particularlyof a social statistical nature, would remain impossible to answer if only this method was to be used. They found surveysamplingto be necessary to get information of sufficient depth. Mohns investigation Om husmandsklassen(On the classof crofters),Norskrettstidende 1-2, 1880,and later studies wereforerunnersof Kikr's 1891investi- gation of personal income and capital, based on quasi random sampling. In 1895 Kier used a method of proportionalstatifiedrandomsampling. KiaDrwas not a mathematician(nor was Mohn) and he did not formally develop his ideas of the "representativemethod of sample surveys". However, he described in detail how the sample was drawn and noted in one case that "the sampling mechanism is so haphazard and random relative to the populationthat one may assumethat it does function in the same way as a lottery". Kitr found it hard to convince the 1895 ISImeetingthat the "representative method"was useful. It was argued that although the method now and then had given interestinginformation,its principle was so muchin oppositionto "la statistiqueserieuse" that the "imperfect"method should not be granted equal status with the statisticalideal. The ISI was foundedin 1885. Kihr was an active member of the organizationand he was the host for the fifth ISI meeting in Oslo (then called Kristiania)in 1899. Scand J Statist 7 120 T. Schweder Lde 8........ Jal a Lindeberg,Jar! Waldemar(1876-1932) Lindebergstudied mathematicsin Helsingforsand Paris. From 1900he publishedworks on differential equationsand the calculusof variationsand in 1905 he was appointed adjunkt in mathematicsat the Universityof Helsingfors.Because of his scientific merits he could easily have been promoted to professor, but he refused such proposals. He was afraid of having more responsibilities,and being unable to spend the whole summerat his beloved resort place. At the age of 40 Lindebergbecame interestedin probabilityand statistics.In 1920 he publishedhis first work in this area, the well known "LindebergLevy theorem".Here he introducedthe technique of adding a normal variate to the sum of independent variatesto smooth the distributionof the sum and make the Taylor expansionwork. Scand J Statist 7 In 1926 Lindeberg defined his correlation percentagewhich is nothing but Kendall'sr. He calculated the first two moments, but did not discussits distributionany further.He proposedto use normal scores when calculating the product moment correlation. Lindebergtook part in the discussionof the line transect method in forestry. When deriving the numberof transectsnecessaryto obtaina sufficiently narrow confidenceintervall,he in 1926 apparently rediscoveredthe Student distribution. Lindebergwas an active memberof the actuarial society and he sat on the board of an insurance company.He was frequentlyconsultedon statistical questionsby researchersin areas like forestry,biology, medicineand linguistics. EarlyScandinavianstatistics 121 A e.. Lundberg, Ernst Filip Oscar (1876-1965) Natural sciencesand chemistrywas what interested Lundbergthe most. Headingfor a careeras a school teacher, but being a poor student,Lundbergchose to study mathematicsinstead of chemistryto cut down on study time. At the age of 22 Lundbergbegan to work for a life insurancecompany. The businesspolicy of the company was not a lucky one and it was next to ruin after a few years of operation.Lundbergquit his job for this reason. His next job was in the life insurance company De F6renade with which he worked for half a century, most of the time as managing director. Lundberg'snew company was however also in difficultiesand got into financial trouble. He decided to take up his studies to become a teacherbecausehe figuredthe school to be a safer businessthan insurance. For his thesiswork,Lundberglooked for an "area of limitedliteratureand in whichit was not required to masterthe methodologyof mathematicalresearch too profoundly.To me the mathematicalrisk theory appearedto be such an area." Another reason for choosing this area of research was probably his personalexperiencewith the risky business. Lundberg'sfundamentalUppsala thesis appeared in 1903. Instead of following the individual cases he considered the risk process of the whole collective: the stochastic claims coming in at random points in time. For this marked Poisson process Lundbergdevelopeda substantialamountof theory including the forward equation, the concept of operational time, asymptotics and Berry-Esseen type bounds for the cumulativerisk process. For a degenerateclaim distribution,the Poisson distributionwas found to be a simple solution to the forwardequation. In later papers various modificationsof the risk process were introduced, and problems of level crossing,extremevalue and ruin were made subject to more detailedstudy. Because of a condensed style and a difficult subject. Lundberg'sworks got the reputation of being impossibleto understand.Unlike Erlangwho was immediatelyaccepted, Lundberghad to work alone and wait some thirty years before his fundamentalideas were pickedup by Cramerand others. Scand J Statist 7 122 T. Schweder Oppermann,Lv ek d n 8 Oppermarnn, LudvigHenrikFerdinand(1817-1883) Oppermannstudied language, was a schoolmaster and later a professor of German. He also studied forestryaimingat a careeras "skovridder"(forester) as his father. He was a memberof the Danish Parliament for 12 years. Besides his daily work, Oppermannhad a living interest in mathematics.He favoured Archimedes, Newton and Gauss.At the age of 28 he publisheda textbookon geometrywhichwas found too difficult to be put in use. This text was later "modified"by ProfessorSteen, but the neccessityof this modification remainedimpossiblefor Oppermannto understand. He never felt part of "the official mathematics". Oppermann studied Gauss very carefully, in particularhis method of least squares which he complainedwas not developedany further.In 1863 he publishedtwo remarkablepaperssigned "En dilettant" (A dilettant).The first one "En foresp0rgsel" was a 9 line piece requestingthe distributionof the empiricalvarianceof a normal sample. The other paper, "Minimumsproblemer"was Scand J Statist 7 an impressively concise presentationof the least squares method. Oppermannused in essence the fundamental notion of linear space of vectors u, v ... with inner product [uv], orthogonality between vectors and linear subspaces. And he turned the Gauss elimination procedure into the Gram-Schmidt orthogonalizationprocedure. This paperwas apparentlyhardto readwhenit appeared, but togetherwith subsequentverbalcommunication it had a greatimpact on Gram and Thiele and their school of statisticians. As most of the subsequentDanish statisticians, Oppermannwas engaged in life insurance.He was Mathematicaldirectorof a life insurancecompany. In the 1860's Oppermannemployed least squares methods to smooth mortality tables. He kept his mortality functions a secret for many years, but after Thiele had guessed the functional form from the graphs,he turned more communicative. The empirical cumulative distributionfunction was used by Oppermannto check the assumption of normality. EarlyScandinavianstatistics 123 * - -'~~~~~~~~-~~~~* --' (817-8- -.-MR-'- - As a young theology student, Eilert Sundt met HenrikWergeland,our Norwegianpoet of freedom. He was inspiredby Wergelandand felt a desire to be challengedby a "high and worthy aim" in his spirit. This he found in sociological research-in describingand making understoodthe nature and causes of the misery of various underprivileged groups, but also to bring forth their prideand worth. As a Sundayschool teacherin a prisonSundtmet a number of gypsies. Among them old men who werenot put in for any crimebut werekept for years to be taughtreligionand preparedfor confirmation. This moved Sundt so much that he gave up his promisinguniversitycareerand decided to investigate the conditions of this out group. He made a two month trip on foot across the countrybut did not meet a single gypsy. He saw howeverso much misery that he decided to devote his life to the study of the common man. His books, writtenin a poetic style but based on solid statistics covered areaslike gypsies,the state of morality,temperance conditions, housing and sanitary conditions, the conditionsof labour-,peasant-,fishery-and mining populations,demographyand more anthropological areas like the home industryof women. In addition to the scanty official statistics available,Sundt made use of statisticshe collected by having clergymenand school teachersreport on their districts. He also conducted an interview surveyof all the familieswith school childrenof the communityPipervikenand Rusel0kbakken,a labour class suburbof Christiania(Oslo). For severalmonths each year for a period of ten yearsSundtwalkedthroughvalleysand along shores to gather first-handinformationon the people he studied. On his travels he collected much original Sunt, ilet Eilert (1817-1875) ~~~~~~~~~Sundt, and interestingdata and he was inspiredfor further studies. Sundt's research was characterized by good design and logic. He collected his data with some quite clear hypotheses in mind, hypotheses which grew out of painstakinggroundwork and which he stuck with throughoutthe analysis. The hypotheses were informally tested by comparingdistributions, not only mean values. By cross-classificationSundt was able to expose a varietyof possiblebiasesof his reporters(teachers, clergymen).When using an interviewerhe kept his hypotheses secret to avoid bias. Spurious correlations, and possibleexternalfactorswere sought and Sundt was often led to consider two- or three-way tables. It is regrettablethat none of Sundt'smany works have been translated.He must be regardedas one of the first modern sociologists. After twenty years of researchthe stingy Storting(Parliament)was no longer willing to fund further research. Jaabek (with the nicknameNeibekk)arguedthat since such researchwas not undertakenin any other country it could not be of any value. But the Stortingdid make Sundt's researchpossible by direct yearly funding for almost twenty years. One of the reasonswas the fear in the ruling class of the risingsocialismaround 1848.One hoped that the theologistSundtcould help dam up for this movement.Even though Sundthimselfwas strongly against MarcusThraneand his socialism,the longterm effects of Sundt's writing have been positive for the left in Norway. Sundt himself founded and led the Christiania (Oslo) Workers Association, and must be regardednot only as an outstanding statistician and a father of sociology but also a father of Norwegiansocial democracy. Scand J Statist 7 124 T. Schweder T ( -- . I.. Thiele, ThorvaldNicolai (1838-1910) Thiele studied astronomyand became professorin Copenhagen. Because of mathematicalinterestsand weak eyes, he worked mainly with theoretical astronomy. At the age of 34 he took part in establishingthe life insurance company Hafnia in which both Oppermann and Gram were engaged. He later founded the Danish ActuarialSociety. Thiele's interestsin mathematics,astronomyand insuranceled him naturallyto statistics.In 1889 he publishedhis text AlmindeligIagttagelseslerewhich in revisedform appearedas Theoryof observations (1903) in a "barbarousEnglishtranslation(Hilary was Seal). The theory of Gauss-Oppermann-Gram here developedto a maturebody of science. Cumulantswereinventedby Thiele,he calledthem half invariants.They were used both for estimation purposesand for theoreticalarguments.How Thiele happened to understand that the cumulants Ai de- fined by t /t cakbeing the kth moment, had Ar(E akXk) = E akAr(Xk) Scand J Statist 7 the property for independent X1, ..., X. is a mystery. But in 1889 he used this as an argumentfor the CentralLimit theorem. Thielemade a clear distinctionbetweenempirical and theoreticaldistributions(he called them laws of actual versus presumptiveerrors).He discussedthe sampling propertiesof his estimates and adjusted them for bias. For least squares analysis he stressedthe assumptionsof normality,independence and equal (but known) variance. By orthogonalization it was known how to partition the sum of squares.This Thiele used for "summary critisism", in effect hypothesis testing about the whole or a part of a linear model. Only the first two momentsof the appropriateX2distribution was used, tail probabilitieswerenot considered. In his 1889text, a thoroughlyworked-outexample fromastronomyof a two way ANOVA was included. This was however replaced by more "pedagogic" examplesin the English edition. In addition to the ANOVA-summarycritisism, Thiele proposedresidualanalysisindludingresidual plots, runs tests and sign tests. By inspectingthe residual plot, left-out-regressorsmay be revealed, but it is warnedagainstoverfittingthe model. Also here the 1889 edition is more interesting. EarlyScandinavianstatistics 125 Pehr W Wargenm,, (1717......1783). Wargentin, Pehr Wilhelm (1717-1783) At the age of 11 Wargentinexperienceda lunar eclipse. That it was possible to predict this event to the hour, puzzles him so much that he decided to study astronomy. In Uppsala Celsius was his teacherand Linn6his friend.He did suchremarkable work on the satellitesof Jupiterthat, at the age of 24, he was offered the chair after Celsius. He balked because he would rather be a "respectable school teacherthan a mediocreprofessor". In 1749 Wargentinwas appointed secretaryto the then 10 years old Swedish Royal Academy of Science. He kept this position to his death. The responsibilities included: to edit the quarterly proceedings,to edit various almanacs,to establish a libraryand to be the librarian,to take care of the correspondence(he receivedmorethan4 000 letters), daily to take astronomicaland meteorologicalobservations,to establishan astronomicalobservatory -and to raise much needed money. In addition to his regular duties as secretary, Wargentinkept working on the Jupiter problem. He becamean activememberin variouscommissions dealing with: constructingthe Trollhattanchannel, making maps of the coastal waters of Sweden, revising the Bible-and with establishingnational populationstatistics. From 1686 the clergymenwere to keep records of the inhabitantsof theirparishes.In 1749a central statisticaloffice was established,and from that year regularnationalpopulationstatisticswere produced in Sweden.Fearingthatenemiesshoulddiscoverhow small the population was, the numberswere kept a state secret until 1757. The records produced by the clergymenturned out to be of varyingquality.To improvethe motivation for this work, Wargentinproposed in 1753 to have Siissmilchs Die gdttliche Ordnung of 1741 translatedto Swedish.Wargentindid in fact know the works of the leading demographersof the time: Graunt, Halley, Kersseboom, Suissmilch,Deparcieux, Price, and he correspondedwith the latter three. To open the eyes of the public for the value of population statistics in areas like medicine and pension funds, and for the national goal of increasing the population, Wargentinwrote a series of papers. Another motive was to persuade the authoritiesto make the populationnumberspublic. Wargentin covered most of the demographic field. To smooth his mortality tables he averaged the number of deaths over three year periods. He studied the monthly variationof deaths and births and he studiedmigration.He envisagedthe population as an age pyramid"in which the childrenform the base and the old ones the top". Scand J Statist 7 126 T. Schweder Selected bibliographies Charlier, Carl Wilhelm Ludwig 1905 Vber das Fehlergesetz. Ark. Mat. Astr. Fys. 2, no. 8. Die zweite Form des Fehlergesetzes. Ark. Mat. Astr. Fys. 2, No. 15. 1906 Researches into the theory of probability. Lunds Univ. Irsskr., N.F. Avd. 2, 1, no. 5. 1908 Weiteres uber das Fehlergesetz. Ark. Mat. Astr. Fys. 4, no. 13. 1909 Die strenge Form des Bernoullischen Theorem. Ark. Mat. Astr. Fys. 5, no. 15. 1910 Grunddragen af den matematiska statistiken. Lund. Vorlesunguiberdie Grundziigeder matematischenstatistik. Hamburg, 1920. Elements of mathematicalstatistics. Cambridge, Mass., 1947. 1911 Researches into the mathematical theory of statistics. Ark. Mat. Astr. Fys. 7, no. 17. 1912-14 Contributions to the mathematical theory of statistics. Ark. Mat. Astr. Fys. 8-9. 1921 Loi des grands nombres. Scientia. Introduction to stellar statistics. Hamburg. 1928 A new form of the frequency function. Lunds. Univ. Arsskr., N.F. Avd. 2, 24, no. 8. Secondary reading: Cramer, H. (1972). Studies in the History of Probability and Statistics XXVIII. On the history of certain expansion used in mathematical statistics. Biometrika 59, 1, 205-7. Sarndal, C. E. (1971). Studies in the History of Probability and Statistics XXVII. The hypothesis of elementary errors and the Scandinavian school in statistical theory. Biometrika 58, 2, 375-91. Both papers are reprinted in: Kendall, M. & Plackett, R. L. (ed.) (1977). Studies in the history of statistics and probability, vol. 2. London. Erlang, Agner Krarup Erlang's collected works appear in English translation in Brockmeyer et al. (1948). 1909 Sandsynlighedsregning og Telefonsamtaler. Nyt Tidsskr. Mat. B: 20, p. 33. Calcul des probabilities et conversations t6t6phoniques. Revue gen&ralde l'Electricite 18, 1925, p. 305. 1917 L0sning af nogle Problemer fra Sandsynligheds regningen af Betydning for de automatiske Telefoncentraler. Elektroteknikeren 13, p. 5. Solution of some problems in the theory of probabilities of significance in automatic telephone exchanges. The Post Office El. Eng. Jour. 10, 1918, p. 189. Losung einiger Probleme der Wahrscheinlichkeitrechnung von Bedeutung fur die selbstatigen Fernsprechamter. ElektrotechnischeZeitschr. 39, 1918, p. 504. Solution de quelque problemes de la theorie des probabilites presentant de l'importance pour les bureaux t6l6phoniques automatiques. Annales des Postes, Telegraphes et Telephones 11, 1922, p. 100. 1920 Telefon - Ventetider. Et stykke Sandsynlighedsregning. Mat. Tidsskr. B: 31, p. 25. Calcul des probabilites et conversations t6l6phoniques. Revue generale de l'Electricite 20, 1926, p. 270. 1922 Sandsynlighedsregningens Anvendelse i Telefondrift. Forste nordiskeElektoteknikermotei Kobenhavn1920, Copenhagen, p. 49. Reprinted in: Elektroteknikeren 18, 1923, p. 99. Scand J Statist 7 Application du calcul des probabilites en t6l6phonie. Annales des postes, Telegraphes et Teliphones 14, 1925, p. 617. 1925 Et bevis for Maxwells Lov, Hovedsetningen i den kinetiske Luftteori. Fysisk Tidsskr. 23, p. 40. Demonstrations de la loi de Maxwell, proposition fondamentale de la theorie des gaz. La Vie Technique et Industrielle 8, 1926, p. 72. 1926 Some applications of the method of statistical equilibrium in the theory of probabilities. Den sjette skandinaviske Matematikerkongres i Kobenhavn 1925, Copenhagen, p. 157. Quelques applications de la m6thode de l'equilibre statistique dans la th6orie des probabilit6s. Annales des Postes, Telegrapheset Telephones17, 1928, p. 743. 1929 Problem 15. Mat. Tidsskr. B: 36. Secondary reading: Brockmeyer, Halstr0m, H. L. & Jensen, A. (1948). The Life and Works of A. K. Erlang. Trans.Dan. Acad. Techn.Sci., No. 2 (with complete bibliography and collected works in English translation). Gram, Jorgen Pedersen 1879 Om Rxkkeudviklinger,bestemt ved Mindste Kvadraters Metode. K0benhavn. German version: Ueber die Entwiklung reeller Functionen in Reihen mittelst der Methode der kleinsten Quadrate. J. reine angew. Math., 1883, 94, 41-73. Om Konstruktion af Normaltilvekster med saerligt Hensyn til Iakttagelserne fra Oddsherred. (On the construction of standard growth with special emphasis on observations from Oddsherred.) Tidsskr. Skovbrug 3, 207-70. 1883 Om kvadratur af Fejlkurver. (On the quadrature of frequency curves.) Tidsskr. Math. (5) 1, 65-72. 1884 Om udjevning av Dodelighedsiagttagelser og Oppermann's Dodelighedsformel. (On smoothing mortality curves and the mortality formula of Oppermann.) Tidsskr. Math. (5) 2, 113-39. 1889 Om Middelfejl paa Vxrdien af Livsforsikringer. (On mean errors of the capital value in life insurance.) Tidsskr. Math. (5) 5, 97-120. Tillkg til Afhandlingen om Middelfejl paa Vwerdienaf Livsforsikringer. (Appendix to the paper "On mean errors of the capital value in life insurance".) Tidsskr. Math. (5) 5, 184-7. Om Konstruktion af Normaltilvakster med saerligt Hensyn til Iagttagelserne fra Oddsherred. (On the construction of standard growth with special emphasis on observations from Oddsherred). Tidsskr. Skovbrug 11, 97-151. 1900 La science actuarielle en Danemark. 3. International Congress of Actuaries. 1904 Om Makehams Dodelighedsformel og dens Anvendelse ph ikke normale Liv. (On the mortality formula of Makeham and its application to non normal lives.) Aktuaren. (This journal appeared in one volume only, Copenhagen.) 1909 Ober die Sicherheitsreserven der Lebensversicherung. 6. International Congress of Actuaries. Secondary reading: Nielsen, N. (1916): Dr. J. P. Gram. Nyt Tidsskr. Math. A: 27, 48-53. Early Scandinavian statistics 127 1906 Rapport sur la statistique de la fecondite du mariage. Bull. Inst. Int. Stat. 15, no. 2, 398-401. 1908 Fecondite du mariage. Nombre des enfants par famille. 1869 Bibliographiestatistique du Royaume de Norvege pour Bull. Inst. Int. Stat. 17, no. 2, 169-75. les annees 1850-1869, Christiania, 9 pp. 1911 Documents concernant la statistique de la population FolkemaengdensBeva?gelsei Aarene 1856-1865. (Popudes pays sans recensement. Rapport. Bull. Inst. Int. lation movements in the years 1856-1865.) Chr., Stat. 19, no. 1, 142-56. Departementet for det Indre, C. no. 1, s. III-LXXV. Documents concernant la statistique internationale de Rapport au Congres international de statistique a la la repartition des revenus prives. Rapport. Bull. Haye sur l'etat de la statistique officielle du Royaume Inst. Int. Stat. 19, no. 2, 102-98. de Norvege. Chr., 8 pp. 1912 Bevolkerungsstatistik der Lander ohne Volkzahlung. 1871 Om D0deligheden i det f0rste Leveaar. (On the morGeogr. Zeitschr. 18, 214-19. tality in the first year of living.) Christiania Vid. 1915 Eilert Sundts befolkningsstatistiske lov. (The demoForh., 438-55. graphical law of Eilert Sundt). Statsok. Tidsskr. 29. 1873 Nogle Oplysninger om Forholdet mellem AEgteskaber La r6partition des revenues et fortunes prives. Rapport. og F0dsler med saerligt Hensyn til AEgteskabernes Bull. Inst. Int. Stat. 20, no. 2, 619-48. stiftelsestid. (Some information on the relation be1918 The history and development of statistics in Norway. tween marriges and births with special regard to The history of statistics (ed. J. Koren). New York. the time of establishment of the marriages). Christia1919 An attempt at a statistical determination of the birth nia Vid. Forh. rate in the United States. Quarterlypub. Amer. Stat. 1878 F&ondit6 des mariages en Norvege calcul6e a l'aide de Ass. 16, 442-57. donnees sur les naissance legitime reparties par ann6es de mariage des parents. Cong. Int. Demogr., Secondary reading: Paris, 4, 221-3. 1882 Bidrag til en norsk Befolkningsstatistikk. Innledning Rygg, N. (1919). Direkt0r A. N. Kier: Mindeord i Stats0konomisk forenings m0te, 28. apr. 1919. Statsok. Tidsskr. til Tabeller indeholdende Resultaterne af Folke1-6. teellingen i Norge i Januar 1876. (Contributions to a Norwegian population statistics.) Det statistiske Seng, Y. P. (1951). Historical survey of the development of sampling theories and practice. Jour. Roy. Stat. Soc., Centralbureau. Norges off. Stat., n.R.C., 1. pp. 214-31. Reprinted in Kendall & Plackett (ed.) (1977): Sekreter J. N. Mohns statistiske Virksomhet. (The Studies in the History of Statistics and Probability, vol. 2, statistical works of secretary J. N. Mohn.) MedLondon. delelser fra Det Statistiske Centralbureau,1, 57-61. 1885 Fecondite'du mariage. Christiania. 10 pp. Westergaard, H. (1919). Anders Nicolai Kihr. Statsok. Tidsskr. Frugtbarhedsforholdene i )Egteskabet. (Fertility in the marriage.) Meddelelser Stat. Centr. 4, 136-8. 1888 Livs og D0dstabeller for det norske Folk etter Erfaringer fra Tiaaret 1871/72-1880/81. (Life and Lindeberg, Jarl Waldemar death tables for the Norwegian people.) Norges off. 1920 Ober das Exponentialgesetz in der WahrscheinlichStat., R. 3, 68. keitsrechnung. Ann. Ac. Sc. Fenn. (A)XVI, no. 1, 1893-94 Intaegts og formuesforhold i Norge. (Income and 1-23. fortune relations in Norway). Statsok. tidsskr. 1922 Eine neue Herleitung des Exponentialgesetzes in der (Suppl.), 150 pp. Wahrscheinlichkeitsrechnung. Math. Zeitschr. 15. 1894 Untersuchungen iuber die Einkommens- und VerUber das Gauss'sche Fehlergesetz. Skand. Aktuariemogensverhiiltnissein Norwegen. Der Arbeiterfreund tidsskr. 5. 32, 455-79. 1895 Observations et experiences concernant des d6nombre- 1924 13ber die Berechnung des Mittelfehlers des Resultates einer Linientaxierung. Acta Forest. Fenn. 25: 5. ments representatifs. Bull. Inst. Inst. Stat. 9, no. 2, 1925 Ober die Begriffe Schiefheit und Excess in der 176-83. mathematischen Statistik. Skand. Aktuarietidsskr.8. 1897 Den reprxsentative unders0gelsesmethode. (The retber die Korrelation. 6. Skand. Matem. Kongr. Kobenpresentativemethod of statistical surveys.) Christiania havn. Vid. Skr., Historisk-filosofisk klasse 2, no. 4, 34 p. Reprinted at the Centenary of the Central Bureau 1926 Zur Theorie der Linientaxierung. Acta Forest. Fenn. 31: 6. of Statistics, with English translation and complete 1929 Some remarks on the mean error of the percentage of bibliography: Kier, A. N.: Den representative correlation. Nord. Statist. Tidsskr. 8. Unders0gelsesmethode. Samfunnsokonomiske StuZur Korrelationstheorie. Ann. ASF. A: 32: 1. (Comm. dier, Statistisk Sentralbyrd,no. 27. in honorem E. L. Lindelof.) 1899 Die reprasentative Untersuchungsmethode. All. Stat. 1931 Uiberdie Herleitung einiger Formeln fur mittlere Fehler. Arch. 5, 1-22. Sur la m6thodes representatives out typologiques Skand. Aktuarietidsskr. 14. appliqu6es it la statistique. Bull. Inst. Inst. Stat. 11, no. 1, 180-9. 1903 Observations concernant le recensement des populaLundberg, Ernst Filip Oskar tions non 6num&r6es. Theses se rattachant au 1903 Approximeradframstdllning av sannolikhetsfunktionen. "Draft by Mr. Baines: On the census of unenume4terfdrsdkring av kollektivrisker. (Approximations rated populations". Bull. Int. Inst. Stat. 13, no. 1, to the probability function. Reinsurance of collective 56-8. risks.) Uppsala. Recensement de la population de la Chine. Formulaires 1909 Zur Theorie der Ruickeversicherung.Trans.Int. Congr. et instructions. Meddelelser Stat. Cent. 21, Suppl. Act. Vienne. 1903-05 Statistische Beitrage zur Beleuchtung der ehelichen 1919 Teorin for riskmassor. (The theory of risk masses.) Fruchtbarkeit. Christiania Vid. Skr. Historisk-filosoFtrsdkringsinspektionenspubl. Stockholm. fisk klasse. Kixr, Anders Nicolai Scand J Statist 7 128 T. Schweder 1926-28 Fdrsakringsteknisk riskutjdmning, L Teori. (Insurance technical risk smoothing.) Stockholm. 1930 tCber die Wahrscheinlichkeitsfunktion einer Risikenmasse. Skand. Akt. Tidsskr. 1934 On the numerical application of the collective risk theory. De Fdrenade Jubilee Volume. Stockholm. Secondary reading: Cram6r, H. (1969). Historical review of Filip Lundberg's work on risk theory. Skand. Akt. Tidsskr., no. 3-4 Suppl. Grenholm, A. & Cramer, H. (1969). Filip Lundberg, Fdrgrundsman i svensk livsfdrsdkring.Stockholm. 1859 1862 1863 Oppermann, Ludvig Henrik Ferdinand 1857 Bidrag til Landmaalingens Theori. (Contributions to the theory of geodesy.) Tidsskr. Krigsvaxsen,33244. 1863 Under the signature "En Dilettant": En Foresp0rgsel. (A request.) Tidsskr. Math. (1) 5, p. 16. Under the signature "En Dilettant": Minimumsproblemer. (Minimum problems.) Tidsskr. Math. (1) 5, 17-26. 1866 Om Livsforsikringer og Livrenter. (On life insurance and pensions.) Copenhagen, 24 pp. 1869 Notes on Newton's formulae for interpolation. The Assurance Mag. 15, 145-8 and 177-9. 1870 On Brigg's formula for interpolation. The Assurance Mag. 15, 312. On the graduation of life tables, with special application to the rate of mortality in infancy and childhood. The Assurance Rec., Febr. 11. 1871 Om Kvadratur. (On quadrature.) Tidsskr. Math. (3) 1 11-27. 1872 Elementaere Darstellung, der numerischen Summation und Quadratur.Copenhagen, 21 pp. Zur Begriindungder allgemeinenFehlertheorie(Methode der kleinsten Quadraten). Hamburg, 20 pp. Secondary reading: Gram, J. P. (1883). Ludvig Henrik Ferdinand Oppermann. Tidsskr. Math. (5) 1, 137-44. Gram, J. P. (1884). Om udjevning av Dodelighedsiagttagelser og Oppermann's D0delighedsformel. (On smoothing mortality curves and the mortality formula of Oppermann.) Tidsskr. Math. (5) 2, 113-39. Sebelien, J. (1883. En grafisk Fremstelling av Forsogsrakker. (A graphical representation of observations.) Tidsskr. Math. (5) 1, 186-90. Thiele, T. N. (1890). Et stykke arvegods fra professor Oppermann. Nyt Tidsskr. Mat. 1. Sundt, Eilert 1850 Beretning om fante- eller Landstrygerfolket i Norge. (Account of the gypsy people in Norway.) Christiania. New ed. Oslo, 1974. 1855 Om Dodeligheden i Norge. (On mortality in Norway.) Chr. New ed. Oslo, 1975. Om Giftemaal i Norge. (On marriage in Norway.) Chr. New ed. Oslo, 1975. 1857 Om Swdeligheds-Tilstandeni Norge. (On the state of morality in Norway.) Chr. New ed. Oslo, 1976. 1858 Om Roros og omegn. (On Roros and the surrounding district.) Chr. New ed. Oslo, 1975. Om Piperviken og Ruselokbakken. Undersogelse om arbeiderklassens kaar og sxder i Christiania. (On Scand J Statist 7 1864 1865 1868 Piperviken and Rusel0kbakken. Investigations of the conditions and morality of the working class in Christiania.) Chr. New ed. Oslo, 1975. Fortsat Beretning om Fantefolket. (Continued account of the gypsy people.) Chr. New ed. Oslo, 1974. Om Edrueligheds-Tilstandeni Norge. (On temperance conditions in Norway.) Chr. New ed. Oslo, 1976. Harham. Et Exempelfra Fiskeri-Distrikterne.(Harham., An example from the fishery districts.) Chr. New ed. Oslo, 1975. Anden Aars-Beretning om Fantefolket. (Second annual account of the gypsy people.) Chr. New ed. Oslo, 1974. Tredie Aars-Beretning om Fantefolket. (Third annual account of the gypsy people.) Chr. New ed. Oslo, 1974. Fortsat Bidrag angaaende Sxdeligheds-Tilstanden I Norge. (Continued contribution to the state of morality in Norway.) Chr. New ed. Oslo, 1976. Fjerde Aars-Beretning om Fantefolket. (Fourth annual account of the gypsy people.) Chr. New ed. Oslo, 1974. Tredie Beretning om Sxedeligheds-Tilstandeni Norge. (On the state of morality in Norway, third account.' Chr. New ed. Oslo, 1976. Secondary reading: Allwood, M. S. (1957). Eilert Sundt. A pioneer in sociology and social anthropology. Oslo. Arctander, S. (1952). Sosialstatistikkens historie gjennom 100 dr (1850-1950). Oslo, SSB, NOS XI 113. Christie, N. (1958). Eilert Sundt som fanteforsker og sosialstatistiker. Institutettet for sosiologi. Universitetet i Oslo. Mimeographed. Christophersen, H. 0. (1962). Eilert Sundt. En dikter i kjennsgjerninger. Oslo. Lunde, H. (1917). Eilert Sundt som folkelerer. Kristiania. Otnes, P. (1977). Den skjulte sosiologien. Forlopere for sosiologi og lignende samfunnsvitenskap.1848-1949. Instituttet for sosiologi. Universitetet i Oslo, Arbeidsnotater Nr. 86. Rygg, N. (1917). Eilert Sundt 1817 - 8. aug. - 1917. Statsxk. Tidsskr. Kristiania. Reprinted in Nord. Stat. Tidsskr. 8, 1929. Thiele, Thorvald Nicolai 1871 En matematisk Formel for Dddeligheden,prdvet paa en av Livsforsikringsanstalten af 1871 benyttet Erfaringsrxkke. (A mathematical mortality formula, ...) Copenhagen. 1880 Sur la compensation de quelques erreurs quasi-systi.matiquespar la methode de moindres carres. Copenhagen, 29 pp. Om Anvendelse af Mindste Kvadraters Metode i nogle Tilfelde, kvor en Komplikation af visse Slags uensartede tilfxldige Fejlkilder giver Fejlene en "systematisk Karakter". (On the application of the method of least squares in situations where irregular random errors make the errors have a "systematical charac.. ter".) Copenhagen, 28 pp. 1889 Forelaxsningerover Almindelig Iagttagelseslere: Sann.. synlighedsregning of mindste Kvadraters Metode. (Lectures on the general theory of observations: Calculus of probability and the method of least; squares.) Copenhagen, 117 pp. 1890 Et stykke Arvegods fra professor Oppermann. (A piece of inheritance from professor Oppermann.) Nyt Tidsskr. Mat. 1. statistics 129 EarlyScandinavian 1892 Iagttagelsestheoretiske Regninger angaaende Julius Thomsens Varmefylde og Vegtfylde Bestemmelser. (Statistical computations related to the observations on heat and weight of Julius Thomsen.) Vid. Selsk. Forh., 70 pp. 1897 Elementar Iagttagelseslaxre. (Elementary theory of observations.) Copenhagen, 128 pp. 1899 Om Iagttagelseslhrens Halvinvarianter. (On the half invariants in the theory of observations.) Vid. Selsk. Forh., 7 pp. 1903 Theory of observations. London, 143 pp. 1906 Et Arvelighedssp0rgsmaal belyst ved Iagttagelseslere. (A problem of genetics studied by the theory of observations.) Vid selsk. Forh., 4 pp. 1909 Interpolationsrechnung.Leipzig, 12+ 175 pp. Secondary reading: Burrau, C. T. (1929). T. N. Thiele 1838-1910. Nord. stat. tid. 8, 340-8. Gram, J. P. (1910). Thiele som Aktuar. Dansk Forsikrings Aarbog. Gram, J. P. (1910). Thorvald Nicolai Thiele. Nyt Tidsskr. Mat. (A) 21, 73-8. Wargentin,Pehr Wilhelm In "Kungliga Vetenskaps Akademiens Handlingar" (Proceedings of the Royal Academy of Science), Stockholm: 1754-55 Six papers under the heading: Anmarkningar om nyttan af arliga Forteckningar pa fodda och doda i ett land. (Remarks on the value of yearly records of births and deaths in a country.) 1766 Mortaliteten i Sverige, i anledning Tabellverket. Mortality in Sweden, Stockholm, 1930. 9 - 801928 1767 Uti hvilka MAnaderflere Maniskor Arligenfddas och do i Sverige. (In what months more people are born or die in Sweden.) 1769 Om Stockholms Stads tilvaxt i Folkrikhet ifran Ar 1721, til och med 1766. (On the population growth in Stockholm from 1721 to 1766.) 1782 Folkemangden uti hele Riket och uti hvart Hdfdingedome, tillika med HushAllens antal i Staderna och pi Landet, sAdantsom de af Tabell-verket befunnits Aren 1751 och 1772, med korta anmarkningar. (Population size in the Kingdom and in the counties, 1751 and 1772.) Some more papers are reprinted in: Hjelt (1899). De forsta officiella relationerna om svenska tabellverket (1749-1759). Fennia XVI. Hjelt (1900). Det svenska tabellverkets uppkomst, organisation och tidligare verksamhet. Fennia XVI. Arosenius, E. (1928). Bidrag til det svenska Tabellverkets historia. Stockholm. Secondary literature: Nordenmark, N. V. E. (1929. Pehr Wilhelm Wargentin 1717-1783. Nord. Stat. Tidsskr. 8. Nordenmark, N. V. E. (1939). Pehr Wilhelm Wargentin. Uppsala. (With a summary in French.) Westergaard, H. (1932). Contributions to the History of Statistics. London 1932. (Relevant chapters also printed in: Kendall, M. & Plackett, R. L. (ed.) (1977): Studies in the History of Statistics and Probability, vol. 2, London.) Tore Schweder Institute of Mathematical and Physical Sciences University of Troms0 N-9001 Troms0 Norway Scand J Statist 7