UNIVARIATE REGRESSION ANALYSIS USING STATISTICA AND SPSS SOFTWARE

In this paper we present basic concepts of simple linear regression analysis using Statistica and SPSS software. Special emphasis is given to interpretation of the outputs provided by software packages. The article provides general knowledge and practical advices regarding the use of simpla logistic regression in biomedical studies, but it does not substitute specialized literature on biostatistics.

Andrej M. Grjibovski 1-4, http://orcid.org/0000-0002-5464-0498

Sergej V. Ivanov 5, http://orcid.org/0000-0003-0254-3941

Maria A. Gorbatova 2, http://orcid.org/0000-0002-6363-9595

1 Norwegian Institute of Public Health, Oslo, Norway;

2 Northern State Medical University, Arkhangelsk, Russia;

3 International Kazakh-Turkish University, Turkestan, Kazakhstan;

4 North-Eastern Federal University, Yakutsk, Russia;

5 Pavlov First Saint Petersburg State Medical University, St. Petersburg, Russia.

1.         Akanov A.A., Turdalieva B.S., Izekenova A.K., Ramazanova M.A., Abdraimova, Grjibovski A.M. Otsenka ispolzovania statisticheskih metodov v nauchnih statyakh Kazakhstana [Assesment of use of statistical methods in scientific articles of the Kazakhstan’s medical journals]. Ekologiya cheloveka [Human Ecology]. 2013, No.5, рр. 61-64. [in Russian]

2.         Banerzhi A. Meditsinskaya statistika ponyatnym yazykom : vvodnyy kurs [Medical statistics in plain language : an introductory course ]. M. : Prakticheskaya meditsina , 2007.. 287 р.  [in Russian]

3.         Borovikov V. STATISTICA. Iskusstvo analiza dannikh na kompyutere: dlya professionalov [STATISTICA. The art of data analysis using computer: for professionals]. SPb. : Piter, 2003. р. 688.

4.         Buhl A., Zofel P. SPSS: isskustvo obrabotki informatsii. Analiz statisticheskih daanikh i vosstanovlenie skritikh zakonomernostey [SPSS: the art of information analysis. Statistical data analysis and hidden regularities identification]. SPb. : OOO «DiaSoftUP», 2005. 608 р. [in Russian]

5.         Varaksin A.N., Panov V.G., Kazmer Yu.I. Statisticheskiye modeli s korrelirovannymi prediktorami v ekologii i meditsine [Statistical models with correlated predictors in ecology and medicine]. Yekaterinburg : Izd - vo Ural. un-ta. 2011. 92 р. [in Russian]

6.         Glants S. Mediko-biologicheskaya statistika [The biomedical statistics]. M. : Praktika, 1998. p. 459. [in Russian]

7.         Grjibovski A.M. Korrelatsionniy analiz [Correlation analysis]. Ekologiya cheloveka [Human Ecology]. 2008, No.9, pp. 50-60. [in Russian]

8.         Grjibovski A.M. Odnofaktornyy lineynyy regressionnyy analiz [Simple linear regression analysis]. Ekologiya cheloveka [Human Ecology]. 2008, No.10, pp. 55-64. [in Russian]

9.         Grjibovski A.M. Tipy dannikh, proverka raspredeleniya I opisatelnaya statistika [Types of data, distribution estimation and descriptive statistics]. Ekologiya cheloveka [Human Ecology]. 2008, No.1, pp. 52-58. [in Russian].

10.     Grjibovski A.M., Ivanov S.V. Analiz nominalnykh I rangovykh peremennykh dannykh s ispol'zovaniyem programmnogo obespecheniya Statistica i SPSS [Analysis of nominal and ordinal data using Statistica and SPSS software]. Nauka i Zdravoohranenie [Science & Healthcare]. 2016, № 6, pp. 5-39.  [in Russian].

11.     Grjibovski A.M., Ivanov S.V. Issledovaniya tipa sluchay-kontrol v zdravoohranenii [Case-control studies in health sciences]. Nauka i Zdravoohranenie [Science & Healthcare]. 2015, 4, рр. 5-17 [in Russian].

12.     Grjibovski A.M., Ivanov S.V. Kogortnie issledovaniya v zdravoohranenii [Cohort studies in health sciences]. Nauka i Zdravoohranenie [Science & Healthcare]. 2015, 3, pp. 5-16. [in Russian].

13.     Grjibovski A.M., Ivanov S.V. Korrelyatsionnyy analiz dannykh s ispol'zovaniyem programmnogo obespecheniya Statistica i SPSS [Correlation analysis using software Statistica and SPSS]. Nauka i Zdravoohranenie [Science & Healthcare]. 2017, 1, PP. 7-36. [in Russian]. [in Russian].

14.     Grjibovski A.M., Ivanov S.V. Poperechnie (odnomomentnie) issledovanoya v zdravoohranenii [Cross-sectional studies in health sciences]. Nauka i Zdravoohranenie [Science & Healthcare]. 2015, No2, PP. 5-18. [in Russian]

15.     Grjibovski A.M., Ivanov S.V., Gorbatova M.A. Opisatel'naya statistika s ispol'zovaniyem paketov statisticheskikh programm Statistica i SPSS I proverka raspredeleniya [Descriptive statistics using Statistica and SPSS software]. Nauka i Zdravookhranenie [Science & Healthcare]. 2016, 1, pp. 7-23 [in Russian].

16.     Grjibovski A.M., Ivanov S.V. Gorbatova M.A. Sravneniye kolichestvennykh dannykh dvukh nezavisimykh vyborok s ispol'zovaniyem programmnogo obespecheniya Statistica i SPSS : parametricheskiye i neparametricheskiye kriterii [Comparing the quantitative data of two independent groups using the software Statistica and SPSS: parametric and nonparametric tests]. Nauka i Zdravookhranenie [Science & Healthcare]. 2016, 2, pp.5-28 [in Russian].

17.     Grjibovski A.M., Ivanov S.V., Gorbatova M.A. Sravneniye kolichestvennykh dannykh dvukh parnikh viborok s ispol'zovaniyem programmnogo obespecheniya Statistica i SPSS : parametricheskiye i neparametricheskiye kriterii [Comparing the quantitative data of two dependent variations using the software Statistica and SPSS: parametric and nonparametric tests]. Nauka i Zdravookhranenie [Science & Healthcare]. 2016, 3, pp. 5-25.  [in Russian].

18.     Grjibovski A.M., Ivanov S.V., Gorbatova M.A. Sravneniye kolichestvennykh dannykh trekh i boleye nezavisimykh vyborok s ispol'zovaniyem programmnogo obespecheniya Statistica i SPSS : parametricheskiye i neparametricheskiye kriterii [Comparing of the quantitative data of three or more independent samples using Statistica and SPSS software: parametric and nonparametric methods]. Nauka i Zdravoohranenie [Science & Healthcare]. 2016, 4, pp. 5-37. [in Russian].

19.     Grjibovski A.M., Ivanov S.V., Gorbatova M.A. Sravneniye kolichestvennykh dannykh trekh i boleye parnikh vyborok s ispol'zovaniyem programmnogo obespecheniya Statistica i SPSS : parametricheskiye i neparametricheskiye kriterii [Comparing of the quantitative data of three or more dependent samples using Statistica and SPSS software: parametric and nonparametric methods]. Nauka i Zdravoohranenie [Science & Healthcare]. 2016, 5, рр. 5-29. [in Russian].

20.     Grjibovski A.M., Ivanov S.V. Ekologicheskiye (korrelyatsionnye) issledovaniya v zdravoohranenii. [Ecological (correlational) studies in health sciences]. Nauka i Zdravookhranenie [Science & Healthcare]. 2015, 5, pp. 5-18.  [in Russian].

21.     Eksperimentalnye issledovaniya v zdravookhranenii [Experimental studies in health sciences]. Nauka i Zdravookhranenie [Science & Healthcare]. 2015, 6, pp. 5-17. [in Russian].

22.     Dreyper N., Smit G. Prikladnoy regressionnyy analiz [Applied regression analysis]. 3-ye izd . M. : Izdatel'skiy dom “Vil'yams”, 2007. 912 р.

23.     Zhunissova M.B., Shalkarova Zh.S., Shalkarova Zh. N., Nuskabayeva G.O., Sadykova K. Zh., Madenbay K.M., Grjibovski A.M. Tipy pischevogo povedeniya i abdominalnoe ozhirenie  [Eating behavior types and abdominal obesity]. Meditsina [Medicine]. 2015, No.4. pp. 92-95. [in Russian].

24.     Zhunissova M.B., Shalkarova Zh.S., Shalkarova Zh. N., Nuskabayeva G.O., Sadykova K. Zh., Madenbay K.M., Grjibovski A.M. Psykhoemotsionalniy stress kak predictor tipa pischevogo povedeniya v Kazakhstane [Psychoemotional stress and eating behavior in Kazakhstan]. Ekologiya cheloveka [Human Ecology]. 2015, No.5. pp. 36-45. [in Russian]

25.     Zaytsev V.M., Liflyandskiy V.G., Marinkin V.I. Prikladnaya meditsinskaya statistika [Applied medical statistics] . SPb . : Foliant , 2003. P. 428. [in russian]

26.     Zueva L.P, Yafaev R.H. Epidemiologiya: uchebnik [Epidemiology: the textbook]. SPb : OOO «Izdatelstvo Foliant», 2008. P. 752. [in Russian].

27.     Lakin G.F. Biometria [Biometrics]. M. : Viscshaya shkola. 1990. P. 351. [in Russian].

28.     Madenbay K.M., Shalkarova Zh.S., Shalkarova Zh. N., Zhunissova M.B., Sadykova K. Zh., Nuskabayeva G.O., Grjibovski A.M. Otsenka svyazi mezhdu ploshadyu podkojnoy jirovoy tkani I pokazatelyami electroneyromiografii [Assesment of the relationship between subcutaneous fat tissue an results of electromyoneurography]. Ekologiya cheloveka [Human Ecology]. 2015, No.7, pp. 58-64. [in Russian].

29.     Petri A., Sebin K. Naglyadnaya statistika v meditsine [Demonstrative statistics in medicine]. M. : GEAOTAR-Med, 2003. p. 140. [in Russian].

30.     Rakhypbekov T.K., Grjibovski A.M. K voprosu o nedhodimosti povisheniya kachestva kazakhstanskih nauchih publicatsiy dlya uspeshnoy integratsii v mezhdunarodnoe nauchnoe soobschestvo [The need for improvement of the quality of Kazakhstani publications for successful integration in the international research community]. Nauka i Zdravoohranenie [Science & Healthcare]. 2015, No.1, pp. 5-11 [in Russian].

31.     Rebrova O. Yu. Statisticheskiy analiz meditsinskih daanikh. Primenenie paketa prikladnikh program STATISTICA [Statistical analysis of medical data. Using of STATISTICA software]. M. : MediaSphera, 2002. P. 312 [in Russian].

32.     Sadykova K.Zh., Shalkharova Zh.S., Shalkharova Zh.N. Nuskabaeva G.O., Sadykova A.D., Zhunissova M.B., Madenbay K.M., Grjibovski A.M. Rasprostranennost' anemii , yeye sotsial'no - demograficheskiye determinanty i vozmozhnaya svyaz' s metabolicheskim sindromom v g. Turkestan , Yuzhniy Kazakhstan [Prevalence of anemia, its socio-demographic determinants and potential association with metabolic syndrome in residents of Turkestan, Southern Kazakhstan]. Ekologiya cheloveka [Human Ecology]. 2015, No.8, рр. 58-64. [in Russian]

33.     Subbotina A.V., Grjibovski A.M. Opisatelnaya statistika I proverka normal’nosti raspredeleniya kolichestvennih dannikh [Descriptive statistics and normality testing for quantitative data]. Ekologiya cheloveka [Human Ecology]. 2014, No.2, pp. 51-57. [in Russian].

34.     Unguryanu T.N., Grjibovski A.M. Korrelatsionniy analiz s ispol'zovaniyem paketa statisticheskikh programm STATA [Correlation analysis using STATA] Ekologiya cheloveka [Human Ecology]. 2014, No.9, pp. 60-64. [in Russian].

35.     Fletcher R. et al. Klinicheskaya epidemiologiya. Osnovy dokazatel'noi meditsiny [Clinical epidemiology. Basics of the evidence-based medicine] / R. Fletchtr, C. Fletcher, E. Vagner. M.: Media Sphere, 1998. 352 p. [in Russian].

36.     Yunkerov V.I., Grigoryev S.G. Matematiko-statisticheskaya obraboka daanikh meditsinskih issledovaniy [Mathematical and statistical analysis of medical research data]. SPb : VMedA, 2002. P. 266. [in Russian]

37.     Beaglehole R., Bonita R. Basic epidemiology. World Health Organization, Geneva, 1993.

38.  Cleopas T.J. et al. Statistics Applied to Clinical Trials. 4th ed. Springer, 2009.

Number of Views: 5316


Bibliography link

Grjibovski A.M., Ivanov S.V., Gorbatova M.A. Univariate regression analysis using Statistica and SPSS software. Nauka i Zdravookhranenie [Science & Healthcare]. 2017, 2, pp. 5-33.

Авторизируйтесь для отправки комментариев