Consumer Price Index in the Czech Republic - New Sources and Data Processing

被引:0
|
作者
Sixta, Jaroslav [1 ,2 ]
Musil, Petr [1 ,2 ]
机构
[1] Prague Univ Econ & Business, Fac Informat & Stat, Dept Econ Stat, W Curchill Sq 1938-4, Prague 13067, Czech Republic
[2] Czech Stat Off, Padesatem 81, Prague 10, Czech Republic
关键词
Consumer price index; scanner data; machine learning; logistic regression;
D O I
10.54694/stat.2023.37
中图分类号
F [经济];
学科分类号
02 ;
摘要
Consumer price index has been in the centre of interest for many years, since being published in 1990s in the Czech Republic but recent price growth raised more questions on methodology and data sources used in price statistics. Users are interested not only in the figures itself but also in statistical issue influencing interpretation and the quality of consumer price index that is often used as an approximation of inflation rate. The paper introduces price statistics compiled by the Czech Statistical Office and it specifically focuses on data sources and in particular scanner data. The paper explains how advanced statistical methods such as machine learning are implemented in official statistical production. We think that the official statistics is being on the historical junction where modern methods are going to be implemented. Our paper shows the usage of machine learning procedures applied on scanner data within consumer price index. Used method is based on logistic regression and powerful Python solution and that provides fast and high quality results.
引用
收藏
页码:89 / 101
页数:13
相关论文
共 50 条
  • [1] REGIONALIZATION OF THE CONSUMER PRICE INDEX IN THE CZECH REPUBLIC
    Simanova, Jana
    Kocourek, Ales
    Kraft, Jiri
    [J]. 8TH INTERNATIONAL DAYS OF STATISTICS AND ECONOMICS, 2014, : 1487 - 1496
  • [2] Is there any relationship between producer price index and consumer price index in the Czech Republic?
    Khan, Khalid
    Su, Chi-Wei
    Tao, Ran
    Chu, Chien-Chi
    [J]. ECONOMIC RESEARCH-EKONOMSKA ISTRAZIVANJA, 2018, 31 (01): : 1788 - 1806
  • [3] DEVELOPMENT ANALYSIS OF AVERAGE CONSUMER PRICE OF BUTTER IN THE CZECH REPUBLIC
    Skupinova, Sylva
    Smotlachova, Elska
    Mace, Jan
    [J]. HOTELNICTVI, TURISMUS A VZDELAVANI, 2017, : 181 - 190
  • [4] Consumer Price Index (CPI) - Types & Sources
    Ghodke, Mohammad
    Giri, Purushottam
    [J]. INDIAN JOURNAL OF COMMUNITY HEALTH, 2023, 35 (04) : 520 - 525
  • [5] Sources of bias and solutions to bias in the Consumer Price Index
    Hausman, J
    [J]. JOURNAL OF ECONOMIC PERSPECTIVES, 2003, 17 (01): : 23 - 44
  • [6] NEW EVIDENCE ON OUTLET SUBSTITUTION EFFECTS IN CONSUMER PRICE INDEX DATA
    Greenlees, John S.
    McClelland, Robert
    [J]. REVIEW OF ECONOMICS AND STATISTICS, 2011, 93 (02) : 632 - 646
  • [7] Modernizing data collection for the Consumer Price Index
    Konny C.
    [J]. Business Economics, 2020, 55 (1) : 45 - 52
  • [8] New products and the US Consumer Price Index
    Armknecht, PA
    Lane, WF
    Stewart, KJ
    [J]. ECONOMICS OF NEW GOODS, 1997, 58 : 375 - 396
  • [9] Price Setting Behaviour in the Czech Republic, Micro Data Evidence
    Murarik, Robert
    [J]. STATISTIKA-STATISTICS AND ECONOMY JOURNAL, 2011, 48 (02) : 24 - 41
  • [10] THE GREEN CONSUMER IN THE CZECH REPUBLIC
    Mlazovsky, Martin
    Jaderna, Eva
    Prikrylova, Jana
    [J]. CREATIVE STRATEGY / STRATEGY OF CREATIVITY: TRENDS IN CREATIVE MARKETING COMMUNICATION, 2019, : 72 - 83