Czech Republic Household Expenditure per Capita
Key information about Czech Republic Household Expenditure per Capita
- Czech Republic Annual Household Expenditure per Capita reached 7,340.138 USD in Dec 2021, compared with the last update number of 6,455.966 USD in Dec 2020.
- Czech Republic Annual Household Expenditure per Capita data is updated yearly, available from Dec 2006 to Dec 2021, with an averaged value of 6,127.437 USD.
- The data reached an all-time high of 7,340.138 USD in Dec 2021 and a record low of 4,308.019 USD in Dec 2006.
- In the latest reports, Retail Sales of Czech Republic dropped 9.156 % YoY in Apr 2023.
CEIC converts Annual Average Household Expenditure per Capita into USD. Czech Statistical Office provides Average Household Expenditure per Capita in local currency. Czech National Bank average market exchange rate is used for currency conversions. Annual Household Expenditure per Capita covers Consumption Expenditure only and prior to 2017 covers Net Consumption Expenditure only.
View Czech Republic's Household Expenditure per Capita from 2006 to 2021 in the chart:
What was Czech Republic's Household Expenditure per Capita in 2021?
Czech Republic Annual Household Expenditure per Capita reached 7,340.138 USD in Dec 2021, compared with the last update number of 6,455.966 USD in Dec 2020. See the table below for more data.
Last | Previous | Min | Max | Unit | Frequency | Range |
---|---|---|---|---|---|---|
7,340.138 2021 | 6,455.966 2020 | 4,308.019 2006 | 7,340.138 2021 | USD | yearly | 2006 - 2021 |
Household Expenditure per Capita by Country Comparison
country/region | Last | Frequency | Range |
---|---|---|---|
Armenia (USD) | 1,190.878 2021 | yearly | 1996 - 2021 |
Australia (USD) | 27,595.458 2016 | yearly | 2004 - 2016 |
Austria (USD) | 19,784.084 2019 | yearly | 1999 - 2019 |
Azerbaijan (USD) | 4,334.832 2023 | yearly | 2000 - 2023 |
Bangladesh (USD) | 967.146 2022 | yearly | 2000 - 2022 |
Belgium (USD) | 19,127.378 2022 | yearly | 1999 - 2022 |
Botswana (USD) | 1,112.824 2003 | yearly | 1994 - 2003 |
Brazil (USD) | 5,769.489 2017 | yearly | 2002 - 2017 |
Brunei (USD) | 4,119.540 2015 | yearly | 2005 - 2015 |
Bulgaria (USD) | 4,509.871 2022 | yearly | 1999 - 2022 |
Cambodia (USD) | 1,252.868 2021 | yearly | 2009 - 2021 |
Chile (USD) | 7,760.248 2022 | yearly | 2017 - 2022 |
China (USD) | 4,660.367 2023 | yearly | 1957 - 2023 |
Croatia (USD) | 4,449.842 2017 | yearly | 1998 - 2017 |
Czech Republic (USD) | 7,340.138 2021 | yearly | 2006 - 2021 |
Egypt (USD) | 950.771 2020 | yearly | 2005 - 2020 |
Estonia (USD) | 6,522.886 2020 | yearly | 2010 - 2020 |
Finland (USD) | 20,207.060 2016 | yearly | 1990 - 2016 |
Georgia (USD) | 1,908.012 2023 | yearly | 2001 - 2023 |
Germany (USD) | 18,766.086 2018 | yearly | 1998 - 2018 |
Ghana (USD) | 1,161.488 2018 | yearly | 2006 - 2018 |
Greece (USD) | 9,037.918 2023 | yearly | 2008 - 2023 |
Hong Kong SAR, China (USD) | 16,528.216 2020 | yearly | 1990 - 2020 |
Hungary (USD) | 4,444.141 2020 | yearly | 2000 - 2020 |
Iceland (USD) | 17,805.253 2016 | yearly | 2002 - 2016 |
India (USD) | 573.740 2012 | yearly | 1973 - 2012 |
Indonesia (USD) | 1,143.438 2023 | yearly | 2000 - 2023 |
Ireland (USD) | 23,282.306 2023 | yearly | 2005 - 2023 |
Israel (USD) | 19,706.695 2022 | yearly | 2000 - 2022 |
Italy (USD) | 14,151.754 2020 | yearly | 2011 - 2020 |
Japan (USD) | 8,691.523 2023 | yearly | 2000 - 2023 |
Jordan (USD) | 3,577.653 2016 | yearly | 2016 - 2016 |
Kazakhstan (USD) | 1,873.115 2022 | yearly | 1997 - 2022 |
South Korea (USD) | 15,398.973 2023 | yearly | 2003 - 2023 |
Kosovo (USD) | 2,001.076 2022 | yearly | 2003 - 2022 |
Kyrgyzstan (USD) | 663.722 2021 | yearly | 2004 - 2021 |
Latvia (USD) | 5,681.782 2019 | yearly | 2002 - 2019 |
Lithuania (USD) | 6,223.549 2021 | yearly | 2003 - 2021 |
Macau SAR, China (USD) | 28,498.516 2023 | yearly | 2003 - 2023 |
North Macedonia (USD) | 1,849.424 2023 | yearly | 2005 - 2023 |
Malawi (USD) | 348.612 2011 | yearly | 2005 - 2011 |
Malaysia (USD) | 3,865.421 2022 | yearly | 2005 - 2022 |
Mauritius (USD) | 3,449.384 2023 | yearly | 1987 - 2023 |
Mexico (USD) | 2,315.364 2022 | yearly | 2006 - 2022 |
Moldova (USD) | 2,806.524 2023 | yearly | 2006 - 2023 |
Mongolia (USD) | 2,173.048 2023 | yearly | 1997 - 2023 |
Montenegro (USD) | 2,679.162 2021 | yearly | 2005 - 2021 |
Morocco (USD) | 1,814.924 2012 | yearly | 1960 - 2012 |
Nepal (USD) | 581.732 2015 | yearly | 2006 - 2015 |
Netherlands (USD) | 18,752.114 2020 | yearly | 1994 - 2020 |
New Zealand (USD) | 19,506.115 2023 | yearly | 2007 - 2023 |
Norway (USD) | 34,978.543 2012 | yearly | 2005 - 2012 |
Oman (USD) | 3,110.731 2011 | yearly | 2007 - 2011 |
Pakistan (USD) | 525.459 2019 | yearly | 2002 - 2019 |
Palestinian Territory (USD) | 3,102.630 2017 | yearly | 1997 - 2017 |
Poland (USD) | 4,671.026 2023 | yearly | 1995 - 2023 |
Qatar (USD) | 15,978.396 2013 | yearly | 1983 - 2013 |
Romania (USD) | 5,552.321 2021 | yearly | 2001 - 2021 |
Russia (USD) | 5,573.189 2023 | yearly | 2000 - 2023 |
Serbia (USD) | 3,166.692 2022 | yearly | 2003 - 2022 |
Slovakia (USD) | 6,278.373 2019 | yearly | 2004 - 2019 |
Slovenia (USD) | 10,161.163 2018 | yearly | 2000 - 2018 |
Spain (USD) | 14,189.517 2023 | yearly | 2006 - 2023 |
Sri Lanka (USD) | 1,182.126 2019 | yearly | 1981 - 2019 |
Sweden (USD) | 45,985.059 2012 | yearly | 2003 - 2012 |
Switzerland (USD) | 51,578.271 2022 | yearly | 2006 - 2022 |
Taiwan (USD) | 12,654.264 2023 | yearly | 1997 - 2023 |
Tajikistan (USD) | 829.579 2021 | yearly | 2010 - 2021 |
Thailand (USD) | 3,065.938 2023 | yearly | 1981 - 2023 |
Turkey (USD) | 3,846.628 2023 | yearly | 2007 - 2023 |
Ukraine (USD) | 1,916.533 2021 | yearly | 1999 - 2021 |
United Kingdom (USD) | 15,553.402 2023 | yearly | 2006 - 2023 |
United States (USD) | 30,912.000 2023 | yearly | 1984 - 2023 |
Vietnam (USD) | 1,441.275 2022 | yearly | 1999 - 2022 |
Accurate Macro & Micro Economic Data You Can Trust
Explore the most complete set of 6.6 million time series covering more than 200 economies, 20 industries and 18 macroeconomic sectors.
Learn more about what we doCzech Republic Key Series
Government and Public Finance | Last | Frequency | Range |
---|---|---|---|
Consolidated Fiscal Balance: % of GDP (%) | -2.6 Sep 2024 | quarterly | Dec 1999 - Sep 2024 |
Consolidated Fiscal Balance (USD mn) | -1,500.246 Sep 2024 | quarterly | Mar 1999 - Sep 2024 |
Tax Revenue (USD mn) | 17,354.907 Jun 2024 | quarterly | Mar 1995 - Jun 2024 |
Tax Revenue: % of GDP (%) | 18.8 Sep 2024 | quarterly | Mar 1995 - Sep 2024 |
National Government Debt (USD mn) | 142,011.4 Jun 2024 | quarterly | Mar 2000 - Jun 2024 |
Government Debt: % of GDP (%) | 43.6 Sep 2024 | quarterly | Mar 2000 - Sep 2024 |
Forecast: Government Expenditure (CZK bn) | 3,989.504 2029 | yearly | 1995 - 2029 |
Forecast: Government Net Debt (CZK bn) | 4,235.106 2029 | yearly | 1995 - 2029 |
Forecast: Government Revenue (CZK bn) | 3,820.571 2029 | yearly | 1995 - 2029 |
CNB Forecast: General Government Debt (CZK mn) | 3,937,795.287 2026 | yearly | 2010 - 2026 |
CNB Forecast: General Government Debt: % of GDP (%) | 44.679 2026 | yearly | 2010 - 2026 |
CNB Forecast: General Government Deficit or Surplus (CZK mn) | -193,731.369 2026 | yearly | 2010 - 2026 |
State Debt: Domestic (CZK bn) | 2,958.800 2023 | yearly | 1993 - 2023 |
State Debt: Foreign (CZK bn) | 152.100 2023 | yearly | 1993 - 2023 |
Central Government Budget: Operating Activities (OA): Net Cash Inflow (CZK mn) | -17,979.765 Oct 2024 | monthly | Jan 2010 - Oct 2024 |
Central Government Budget: Cash Surplus or Deficit (CZK mn) | -19,000.905 Oct 2024 | monthly | Jan 2010 - Oct 2024 |
CZ: Central Government Debt: Total: % of GDP (%) | 46.823 2022 | yearly | 1998 - 2022 |
Foreign Trade | Last | Frequency | Range |
---|---|---|---|
Forecast: Exports of Goods Growth (%) | 4.360 2029 | yearly | 1996 - 2029 |
Trade Balance (USD mn) | 2,344.9 Oct 2024 | monthly | Jan 1996 - Oct 2024 |
Total Exports (USD mn) | 24,252.1 Oct 2024 | monthly | Jan 1996 - Oct 2024 |
Total Exports Growth (%) | 6.1 Oct 2024 | monthly | Jan 1997 - Oct 2024 |
Aluminum: Exports (USD th) | 1,001,820.975 2023 | yearly | 1995 - 2023 |
Exports: Medicament (USD th) | 2,754,890.378 2022 | yearly | 1995 - 2022 |
Exports: Medicinal and Pharmaceutical Product (USD th) | 1,011,609.967 2022 | yearly | 1995 - 2022 |
Total Imports (USD mn) | 21,907.3 Oct 2024 | monthly | Jan 1996 - Oct 2024 |
Total Imports Growth (%) | 6.1 Oct 2024 | monthly | Jan 1997 - Oct 2024 |
Imports: Medicament (USD th) | 4,990,496.884 2022 | yearly | 1995 - 2022 |
Imports: Medicinal and Pharmaceutical Product (USD th) | 2,078,958.235 2022 | yearly | 1995 - 2022 |
Total Exports to USA (USD mn) | 578.366 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Total Imports from USA (USD mn) | 559.512 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Total Exports to China (USD mn) | 292.030 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Total Imports from China (USD mn) | 3,780.032 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Exports (CZK mn) | 521,071.529 Sep 2024 | monthly | Jan 1996 - Sep 2024 |
Imports (CZK mn) | 446,577.265 Sep 2024 | monthly | Jan 1996 - Sep 2024 |
Exports: Chemicals and Related Products (CP) (CZK th) | 36,411,224.000 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Exports: Manufactured Good Classified Chiefly by Material (MG) (CZK th) | 69,351,880.000 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Exports: Miscellaneous Manufactured Articles (MM) (CZK th) | 72,767,833.000 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Exports: Machinery and Transport Equipment (MT) (CZK th) | 333,589,793.000 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Exports: Food and Live Animals (FA) (CZK th) | 23,163,404.000 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Exports: Poland (CZK th) | 42,010,581.000 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Exports: Russian Federation (CZK th) | 1,534,936.000 Sep 2024 | monthly | Jan 1999 - Sep 2024 |
Exports: Slovakia (CZK th) | 42,160,683.000 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Exports: Germany (CZK th) | 180,457,672.000 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Exports: United Kingdom (CZK th) | 23,729,573.000 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Export Value Index: Miscellaneous Manufactured Articles (MM) (Same Mth PY=100) | 107.400 Oct 2024 | monthly | Jan 2000 - Oct 2024 |
Export Value Index: Machinery and Transport Equipment (MT) (Same Mth PY=100) | 107.400 Oct 2024 | monthly | Jan 2000 - Oct 2024 |
Export Value Index: Chemicals and Related Products (CP) (Same Mth PY=100) | 105.200 Oct 2024 | monthly | Jan 2000 - Oct 2024 |
Export Value Index: Food and Live Animals (FA) (Same Mth PY=100) | 111.200 Oct 2024 | monthly | Jan 2000 - Oct 2024 |
Export Value Index: Manufactured Good Classified Chiefly by Material (MG) (Same Mth PY=100) | 101.800 Oct 2024 | monthly | Jan 2000 - Oct 2024 |
Imports: Machinery and Transport Equipment (MT) (CZK th) | 243,701,831.000 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Imports: Miscellaneous Manufactured Articles (MM) (CZK th) | 65,729,664.000 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Imports: Mineral Fuels, Lubricants and Related Materials (MF) (CZK th) | 26,225,902.000 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Imports: Chemicals and Related Products (CP) (CZK th) | 55,195,540.000 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Imports: Manufactured Good Classified Chiefly by Material (MG) (CZK th) | 73,049,437.000 Oct 2024 | monthly | Jan 1993 - Oct 2024 |
Imports: Germany (CZK th) | 98,500,356.000 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Imports: China, Peoples Republic of (CZK th) | 87,668,312.000 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Imports: Russian Federation (CZK th) | 7,956,430.000 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Imports: Poland (CZK th) | 45,242,431.000 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Imports: Slovakia (CZK th) | 24,688,859.000 Oct 2024 | monthly | Jan 1999 - Oct 2024 |
Import Value Index: Miscellaneous Manufactured Articles (MM) (Same Mth PY=100) | 114.300 Oct 2024 | monthly | Jan 2000 - Oct 2024 |
Import Value Index: Machinery and Transport Equipment (MT) (Same Mth PY=100) | 105.300 Oct 2024 | monthly | Jan 2000 - Oct 2024 |
Import Value Index: Chemicals and Related Products (CP) (Same Mth PY=100) | 101.200 Oct 2024 | monthly | Jan 2000 - Oct 2024 |
Import Value Index: Mineral Fuels, Lubricants and Related Materials (MF) (Same Mth PY=100) | 89.300 Oct 2024 | monthly | Jan 2000 - Oct 2024 |
Import Value Index: Manufactured Good Classified Chiefly by Material (MG) (Same Mth PY=100) | 107.000 Oct 2024 | monthly | Jan 2000 - Oct 2024 |
Motor Vehicle Exports: ytd: Cars and LCV (Unit) | 1,022,280.000 Sep 2024 | quarterly | Dec 2010 - Sep 2024 |
Exports: SITC: Processors and Controllers (CZK th) | 2,485,429.000 Oct 2024 | monthly | Jan 2007 - Oct 2024 |
Exports: SITC: Memories (CZK th) | 170,599.000 Oct 2024 | monthly | Jan 2007 - Oct 2024 |
Exports: SITC: Other Electronic Integrated Circuits (CZK th) | 302,178.000 Oct 2024 | monthly | Jan 2007 - Oct 2024 |
Imports: SITC: Processors and Controllers (CZK th) | 6,466,280.000 Oct 2024 | monthly | Jan 2007 - Oct 2024 |
Imports: SITC: Memories (CZK th) | 1,109,650.000 Oct 2024 | monthly | Jan 2007 - Oct 2024 |
Imports: SITC: Other Electronic Integrated Circuits (CZK th) | 640,645.000 Oct 2024 | monthly | Jan 2007 - Oct 2024 |
Monetary | Last | Frequency | Range |
---|---|---|---|
Non Performing Loans Ratio (%) | 1.7 Nov 2024 | monthly | Jan 2002 - Nov 2024 |
Household Debt: % of GDP (%) | 34.1 Sep 2024 | quarterly | Mar 2004 - Sep 2024 |
Non-Performing Loans (USD mn) | 3,234.458 Nov 2024 | monthly | Jan 2002 - Nov 2024 |
Money Supply M1 (USD mn) | 225,978.913 Nov 2024 | monthly | Jan 2002 - Nov 2024 |
Money Supply M2 (USD mn) | 283,280.354 Nov 2024 | monthly | Jan 2002 - Nov 2024 |
M2 Growth (%) | 5.7 Nov 2024 | monthly | Jan 2003 - Nov 2024 |
Reserve Requirement Ratio (%) | 2.0 Oct 2024 | monthly | Aug 1996 - Oct 2024 |
Foreign Exchange Reserves (USD mn) | 139,921.1 Nov 2024 | monthly | Mar 2000 - Nov 2024 |
Foreign Exchange Reserves: % of GDP (%) | 42.585 Sep 2024 | quarterly | Mar 2000 - Sep 2024 |
Foreign Exchange Reserves: Months of Import (NA) | 6.4 Oct 2024 | monthly | Mar 2000 - Oct 2024 |
Gold Reserves (USD mn) | 4,286.999 Nov 2024 | monthly | Jan 1993 - Nov 2024 |
Total Deposits (USD mn) | 311,590.742 Nov 2024 | monthly | Jan 1997 - Nov 2024 |
Total Deposits Growth (%) | 7.3 Nov 2024 | monthly | Jan 1998 - Nov 2024 |
Domestic Credit (USD mn) | 220,792.5 Nov 2024 | monthly | Jan 2002 - Nov 2024 |
Domestic Credit Growth (%) | 6.3 Nov 2024 | monthly | Jan 2003 - Nov 2024 |
Debt Service Ratio: Private Non-Financial Sector (%) | 9.300 Dec 2023 | quarterly | Mar 1999 - Dec 2023 |
Credit to Households (USD bn) | 102.471 Jun 2024 | quarterly | Dec 1995 - Jun 2024 |
Credit to Private Non-Financial Sector (USD bn) | 283.222 Jun 2024 | quarterly | Mar 1993 - Jun 2024 |
Household Debt (USD mn) | 113,526.9 Jun 2024 | quarterly | Mar 2004 - Jun 2024 |
Total Loans (USD mn) | 190,351.378 Nov 2024 | monthly | Jan 1997 - Nov 2024 |
Total Loans Growth (%) | 5.38 Nov 2024 | monthly | Jan 1998 - Nov 2024 |
Private Debt: % of Nominal GDP (%) | 47.70 Sep 2024 | quarterly | Mar 1997 - Sep 2024 |
Money Supply: Stock: M3 (CZK mn) | 7,013,752.637 Nov 2024 | monthly | Jan 2002 - Nov 2024 |
Money Supply: Stock: M1 (CZK mn) | 5,405,867.554 Nov 2024 | monthly | Jan 2002 - Nov 2024 |
Money Supply: Stock: M2 (CZK mn) | 6,776,632.636 Nov 2024 | monthly | Jan 2002 - Nov 2024 |
Money Counterparts: Stock: M3: Credit to Government (CZK mn) | 1,629,096.699 Nov 2024 | monthly | Jan 2002 - Nov 2024 |
Money Counterparts: Stock: M3: Credit to Other Residents (CZK mn) | 4,275,593.130 Nov 2024 | monthly | Jan 2002 - Nov 2024 |
Official Reserve Assets: USD (USD mn) | 148,320.265 Nov 2024 | monthly | Jan 2012 - Nov 2024 |
Official Reserve Assets: Foreign Currency Reserves (FC) (USD mn) | 139,812.058 Nov 2024 | monthly | Jan 2012 - Nov 2024 |
Official Reserve Assets: Gold: incl Gold Deposits and Gold Swapped (GD) (USD mn) | 4,286.999 Nov 2024 | monthly | Jan 2012 - Nov 2024 |
Commercial Banks Deposits: CZK: RE: Financial Corporation (CZK mn) | 444,927.480 Nov 2024 | monthly | Jan 1993 - Nov 2024 |
Commercial Banks Deposits: CZK: RE: Household (CZK mn) | 3,707,678.350 Nov 2024 | monthly | Jan 1993 - Nov 2024 |
Commercial Banks Deposits: CZK (CZK mn) | 6,575,295.500 Nov 2024 | monthly | Jan 1993 - Nov 2024 |
Commercial Banks Deposits: Foreign Currency (FC) (CZK mn) | 878,578.220 Nov 2024 | monthly | Jan 1997 - Nov 2024 |
Commercial Banks Loans: CZK (CZK mn) | 3,339,814.380 Nov 2024 | monthly | Jan 1993 - Nov 2024 |
Commercial Banks Loans: CZK: RE: Households (CZK mn) | 2,353,500.870 Nov 2024 | monthly | Jan 1993 - Nov 2024 |
Commercial Banks Loans: CZK: RE: Financial Corporations (CZK mn) | 161,344.230 Nov 2024 | monthly | Jan 1993 - Nov 2024 |
Commercial Banks Loans: CZK: Non Financial Corporation (CZK mn) | 684,764.980 Nov 2024 | monthly | Jan 1993 - Nov 2024 |
Commercial Banks Loans: CZK: RE: Non Profit Institutions Serving Households (CZK mn) | 3,391.630 Nov 2024 | monthly | Jan 1993 - Nov 2024 |
Commercial Banks Loans: Foreign Currency (FC) (CZK mn) | 1,213,771.290 Nov 2024 | monthly | Jan 1997 - Nov 2024 |
Commercial Banks Loans: FC: RE: Non Financial Corporations (CZK mn) | 746,452.130 Nov 2024 | monthly | Jan 1997 - Nov 2024 |
Commercial Banks Loans: HH: CZK: RE: House Purchase: Mortgage (CZK mn) | 1,710,047.280 Nov 2024 | monthly | Jan 1997 - Nov 2024 |
Business and Economic Survey | Last | Frequency | Range |
---|---|---|---|
Business Confidence Growth (% Point) | -7.0 Dec 2024 | monthly | Mar 1994 - Dec 2024 |
Business Confidence Indicator: sa: Industry (%) | -10.700 Dec 2024 | monthly | Mar 1993 - Dec 2024 |
Business Confidence Indicator: sa: Services (%) | 35.700 Dec 2024 | monthly | May 2002 - Dec 2024 |
Business Confidence Indicator: sa: Construction (%) | -5.000 Dec 2024 | monthly | Mar 1993 - Dec 2024 |
More Indicators for Czech Republic
Request a demo of CEIC
CEIC’s economic databases cover over 200 global markets. Our Platform offers the most reliable macroeconomic data and advanced analytical tools.