{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,30]],"date-time":"2026-01-30T09:19:44Z","timestamp":1769764784247,"version":"3.49.0"},"reference-count":29,"publisher":"Informa UK Limited","issue":"8","content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Communications in Statistics - Simulation and Computation"],"published-print":{"date-parts":[[2021,8,3]]},"DOI":"10.1080\/03610918.2019.1601214","type":"journal-article","created":{"date-parts":[[2019,5,12]],"date-time":"2019-05-12T05:27:46Z","timestamp":1557638866000},"page":"2197-2212","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":0,"title":["Revisiting sample allocation methods: a simulation-based comparison"],"prefix":"10.1080","volume":"50","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5434-2530","authenticated-orcid":false,"given":"Paola","family":"Maddalena Chiodini","sequence":"first","affiliation":[{"name":"Department of Statistics and Quantitative Methods, University of Milano-Bicocca","place":["Milano, Italy"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0703-9998","authenticated-orcid":false,"given":"Giancarlo","family":"Manzi","sequence":"additional","affiliation":[{"name":"Department of Economics, Management and Quantitative Methods, Data Science Research Center, Universit\u00e0 degli Studi di Milano","place":["Milano, Italy"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bianca","family":"Maria Martelli","sequence":"additional","affiliation":[{"name":"Former Tuscany and Umbria Office, National Institute of Statistics","place":["Firenze, Italy"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6162-3696","authenticated-orcid":false,"given":"Flavio","family":"Verrecchia","sequence":"additional","affiliation":[{"name":"Lombardy Office, National Institute of Statistics","place":["Milano, Italy"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"301","published-online":{"date-parts":[[2019,5,12]]},"reference":[{"key":"e_1_3_2_2_1","doi-asserted-by":"publisher","DOI":"10.2307\/2684995"},{"key":"e_1_3_2_3_1","doi-asserted-by":"publisher","DOI":"10.2307\/2285684"},{"key":"e_1_3_2_4_1","first-page":"509","volume-title":"Encyclopedia of survey research methods","author":"Chen H.","year":"2011","unstructured":"Chen, H. 2011. Neyman allocation. In Encyclopedia of survey research methods, ed. P. J. Lavrakas, 509\u2013510. Sage."},{"issue":"5","key":"e_1_3_2_5_1","article-title":"Allocazione ottimale robusta con soglia uniforme di strato [Robust optimal allocation with uniform stratum threshold]","volume":"1","author":"Chiodini P. M.","year":"2008","unstructured":"Chiodini, P. M., G. Manzi, and F. Verrecchia. 2008. Allocazione ottimale robusta con soglia uniforme di strato [Robust optimal allocation with uniform stratum threshold]. Esec Working Papers 1 (5):1\u20136.","journal-title":"Esec Working Papers"},{"issue":"9","key":"e_1_3_2_6_1","first-page":"1","article-title":"Divide, allocate et impera: Comparing allocation strategies via simulation","volume":"2017","author":"Chiodini P.","year":"2017","unstructured":"Chiodini, P., G. Manzi, B. M. Martelli, and F. Verrecchia. 2017. Divide, allocate et impera: Comparing allocation strategies via simulation. DEMM Working Paper Series 2017 (9):1\u201342.","journal-title":"DEMM Working Paper Series"},{"issue":"1","key":"e_1_3_2_7_1","first-page":"23","article-title":"On sample allocation for efficient domain estimation","volume":"38","author":"Choudhry G. H.","year":"2012","unstructured":"Choudhry, G. H., J. N. K. Rao, and M. A. Hidiroglou. 2012. On sample allocation for efficient domain estimation. Survey Methodology 38 (1):23\u20139.","journal-title":"Survey Methodology"},{"key":"e_1_3_2_8_1","doi-asserted-by":"publisher","DOI":"10.1111\/insr.12177"},{"key":"e_1_3_2_9_1","volume-title":"Sampling techniques","author":"Cochran W. G.","year":"1977","unstructured":"Cochran, W. G. 1977. Sampling techniques, 3rd ed. New York: Wiley."},{"issue":"1","key":"e_1_3_2_10_1","first-page":"69","article-title":"Improve both domain and total area estimation by composition","volume":"28","author":"Costa A.","year":"2004","unstructured":"Costa, A., A. Satorra, and E. Ventura. 2004. Improve both domain and total area estimation by composition. SORT 28 (1):69\u201386.","journal-title":"SORT"},{"key":"e_1_3_2_11_1","unstructured":"Ellison H. and E. Elvers. 2001. Cut-off sampling and estimation statistics Canada international symposium series. Proceedings of Statistics Canada Symposium."},{"key":"e_1_3_2_12_1","doi-asserted-by":"publisher","DOI":"10.5923\/j.statistics.20120201.01"},{"key":"e_1_3_2_13_1","first-page":"36","article-title":"Commission recommendation of 6 May 2003 concerning the definition of micro, small and medium-sized enterprises","volume":"46","author":"European Union Commission","year":"2003","unstructured":"European Union Commission. 2003. Commission recommendation of 6 May 2003 concerning the definition of micro, small and medium-sized enterprises. Official Journal of the European Union 46:36\u201341.","journal-title":"Official Journal of the European Union"},{"key":"e_1_3_2_14_1","doi-asserted-by":"publisher","DOI":"10.1111\/insr.12230"},{"key":"e_1_3_2_15_1","doi-asserted-by":"publisher","DOI":"10.1080\/07350015.1993.10509973"},{"key":"e_1_3_2_16_1","unstructured":"ISTAT. 2007. Struttura e dimensione delle imprese. Archivio statistico delle imprese attive (ASIA) [Structure and dimension of enterprises. Statistical archive of enterprises]. Database."},{"issue":"1","key":"e_1_3_2_17_1","first-page":"93","article-title":"Sample allocation for efficient model-based small area estimation","volume":"43","author":"Keto M.","year":"2017","unstructured":"Keto, M., and E. Pahkinen. 2017. Sample allocation for efficient model-based small area estimation. Survey Methodology 43(1):93\u2013106.","journal-title":"Survey Methodology"},{"key":"e_1_3_2_18_1","doi-asserted-by":"publisher","DOI":"10.1080\/02664763.2015.1018674"},{"key":"e_1_3_2_19_1","volume-title":"Survey sampling","author":"Kish L.","year":"1965","unstructured":"Kish, L. 1965. Survey sampling. New York: Wiley."},{"issue":"4","key":"e_1_3_2_20_1","first-page":"889","article-title":"Multivariate sample allocation: Application of random search method","volume":"7","author":"Kozak M.","year":"2006","unstructured":"Kozak, M. 2006. Multivariate sample allocation: Application of random search method. Statistics in Transition 7(4):889\u2013900.","journal-title":"Statistics in Transition"},{"key":"e_1_3_2_21_1","doi-asserted-by":"publisher","DOI":"10.1080\/03610918.2012.700364"},{"issue":"2","key":"e_1_3_2_22_1","first-page":"223","article-title":"Modern approach to optimum stratification: Review and perspectives","volume":"8","author":"Kozak M.","year":"2007","unstructured":"Kozak, M., M. R. Verma, and A. Zieli\u0144ski. 2007. Modern approach to optimum stratification: Review and perspectives. Statistics in Transition \u2013 New Series 8 (2):223\u201350.","journal-title":"Statistics in Transition \u2013 New Series"},{"issue":"2","key":"e_1_3_2_23_1","first-page":"377","article-title":"Model-assisted optimal allocation for planned domains using composite estimation","volume":"41","author":"Molefe W. B.","year":"2015","unstructured":"Molefe, W. B., and R. G. Clark. 2015. Model-assisted optimal allocation for planned domains using composite estimation. Survey Methodology 41 (2):377\u201387.","journal-title":"Survey Methodology"},{"key":"e_1_3_2_24_1","doi-asserted-by":"publisher","DOI":"10.2307\/2342192"},{"key":"e_1_3_2_25_1","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1002\/9781118150504.ch9","volume-title":"Business survey methods","author":"Ohlsson E.","year":"1995","unstructured":"Ohlsson, E. 1995. Co-ordination of samples using permanent random numbers. In Business survey methods, eds. B. G. Cox, D. A. Binder, B. N. Chinnappa, A. Christianson, M. J. Colledge and P. S. Kott, 153\u2013169. New York: Wiley."},{"key":"e_1_3_2_26_1","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1985.10478139"},{"key":"e_1_3_2_27_1","volume-title":"Model assisted survey sampling","author":"S\u00e4rndal C.","year":"2013","unstructured":"S\u00e4rndal, C., B. Swensson, and J. Wretman. 2013. Model assisted survey sampling. New York: Springer."},{"key":"e_1_3_2_28_1","unstructured":"SAS. 2010. SAS\/OR\u00ae 9.22 User\u2019 s Guide: Mathematical Programming."},{"key":"e_1_3_2_29_1","doi-asserted-by":"publisher","DOI":"10.1515\/jos-2017-0012"},{"key":"e_1_3_2_30_1","doi-asserted-by":"publisher","DOI":"10.1111\/1467-9884.03571"}],"container-title":["Communications in Statistics - Simulation and Computation"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/03610918.2019.1601214","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T18:00:42Z","timestamp":1769709642000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/03610918.2019.1601214"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,5,12]]},"references-count":29,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2021,8,3]]}},"alternative-id":["10.1080\/03610918.2019.1601214"],"URL":"https:\/\/doi.org\/10.1080\/03610918.2019.1601214","relation":{},"ISSN":["0361-0918","1532-4141"],"issn-type":[{"value":"0361-0918","type":"print"},{"value":"1532-4141","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,5,12]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=lssp20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=lssp20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2017-12-04","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2018-11-07","order":1,"name":"revised","label":"Revised","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-03-25","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-05-12","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}