AIS Group

Esri uses strategic, financial, and technological data provided by the Aplicaciones de Inteligencia Artificial, SA (AIS Group) to create an advanced demographics dataset for Spain.

AIS Group specializes in creating support systems for decision-making based on statistical modeling (forecasting) and mathematics (optimization). AIS creates marketing analytics and advanced models that help clients achieve greater business impact. Headquartered in Barcelona, with branches in 20 locations around the world, including Buenos Aires, Mexico City, Santiago de Chile, Bogotá, and Lisbon.

Vintage

2023

Update frequency

The AIS Group updates the data used for Esri's advanced demographics dataset for Spain approximately every two years.

Attribute summaries

The following table contains a summary description of the available field categories for this region's advanced demographics. See Spain for more information about this advanced demographics dataset, such as use cases and related documents.

Field category	Data category	Description
Population Totals	Population	Count of regional total, male, and female population.
Foreign Nationalities / Foreign Nationalities by Gender	Population	Count of regional total, male, and female population grouped by non-Spanish nationality categories—such as regional population from Bolivia.
EU Nationalities / EU Nationalities by Gender	Population	Count of regional total, male, and female population grouped by specific EU nationality categories.
Country of Birth / Country of Birth by Gender	Population	Count of regional total, male, and female population grouped by specific country of birth categories.
Place of Birth / Place of Birth by Gender	Population	Count of regional total, male, and female population grouped by place of birth compared to current residence categories; for example, males born in the same province.
Poverty	Population	Regional risk of poverty rate.
Income Totals	Income	Provides the sum of regional household income per year, the regional average household income per year and per month, and the regional average annual and monthly income per capita.
Households by Income	Income	Count of regional households grouped by specific income amount categories; for example, households with monthly income between €1389 and €1641.
Life Conditions	Income	Count of regional households grouped by self-declared, specific income-related situations. For example, regional households late with mortgage payments in the past year 2+ times.
Household Type	Income and Households	Count of regional households grouped by household type, such as single parent family or roommates; further refined by age categories.
5 Year Increments / 5 Year Increments by Gender	Age	Count of regional total, male, and female population grouped by five-year age increments.
Household Totals	Households	Provides a count of total regional households, typically defined as persons living together in one housing unit, and the average number of household members for this region.
Property Value	Housing	Provides a count and an average selling or rental value of regional properties.
Education	Education and Spending	Count of regional population grouped by educational attainment level categories.
Spending Totals	Spending	Provides a sum and the estimated average total regional annual household spending.
Total/Average Spending on Food and Drinks	Spending	Identifies specific food and drinks expenditure types and provides the sum and estimated average regional annual household spending on each type.
Total/Average Spending on Clothing	Spending	Identifies specific clothing expenditure types and provides the sum and estimated average regional annual household spending on each type.
Total/Average Spending on Housing & Household Expenditures	Spending	Identifies specific housing & household expenditure types and provides the sum and estimated average regional annual household spending on each type.
Total/Average Spending on Health and Personal Care	Spending	Identifies specific health and personal care expenditure types and provides the sum and estimated average regional annual household spending on each type.
Total/Average Spending on Transportation	Spending	Identifies specific transportation expenditure types and provides the sum and estimated average regional annual household spending on each type.
Total/Average Spending on Miscellaneous Expenditures	Spending	Identifies specific miscellaneous expenditure types and provides the sum and estimated average regional annual household spending on each type.
Total/Average Spending on Entertainment	Spending	Identifies specific entertainment expenditure types and provides the sum and estimated average regional annual household spending on each type.
Total/Average Spending on Education	Spending	Identifies specific education expenditure types and provides the sum and estimated average regional annual household spending on each type.
Total/Average Spending on Insurance Services	Spending	Identifies specific insurance services expenditure types and provides the sum and estimated average regional annual household spending on each type.
Electronics & Internet	Behaviors	Identifies specific consumer habits related to electronics and the internet and provides a count of regional respondents with this habit; may include a date-time element, such as in the past week.
Information Communication Technology	Behaviors	Identifies specific consumer habits related to information communication technology and provides a count of regional respondents with this habit; may include a date-time element, such as in the past week.
Online Shopping	Behaviors	Identifies specific consumer habits related to online shopping and provides a count of regional respondents with this habit; may include a date-time element, such as in the past week.
Jobs	Jobs	Count of regional unemployed population; further refined by age, gender, or previous employment categories. For example, unemployment in the construction sector.
Employment Totals	Jobs	Provides a total count and an average of regional population and household members who are employed, unemployed, students, or at risk of poverty.