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  1. Understanding aggregate, de-identified and …

    • So, what is aggregate data? Aggregation refers to a data mining process popular in statistical analysis. Information is only viewable in groups and as part of a summary, not per the individual. When data scie… See more

    Can Aggregation Protect Privacy?

    As data aggregation only displays information in groups, many consider it a safeguard to protect personal information. After all, you cannot compromise privacy if the data on… See more

    Comparitech
    De-Identification: Removing Personal Details

    De-identification is a process that removes personal details from a data set.This approach … See more

    Comparitech
    From De-Identified to Re-Identified: It Might Not Take Much

    Unfortunately for organizations who might hope to use de-identification as a safeguard, many now see it as poor protection. Detailed data sets mean that people can … See more

    Comparitech
    What About Coded Data? Tokenization?

    Coded data and tokenization are solid ways to protect sensitive data. For coded data, all sensitive information is stripped out and replaced with code words, numbers, or unique iden… See more

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  2. Aggregate data is widely used, but it also has some limitations, including drawing inaccurate inferences and false conclusions which is also termed ‘ ecological fallacy ’. ‘ Ecological fallacy’ means that it is invalid for users to draw conclusions on the ecological relationships between two quantitative variables at the individual level.
    en.wikipedia.org/wiki/Aggregate_data
    While aggregate data are essential to understanding how the public-education system is working, aggregate-data reports are generally limited to the identification of broader trends and patterns in education; they are not as useful when it comes to diagnosing deeper underlying problems such as disparities in educational performance among students of different races and ethnicities.
    www.edglossary.org/aggregate-data/
    Aggregate functions are not allowed because the WHERE clause is used for filtering data before aggregation. So while WHERE isn’t for aggregation, it has other uses. To filter data based on an aggregate function result, you must use the HAVING clause.
    learnsql.com/blog/aggregate-functions-in-where-cla…
    For any aggregate calculation, you cannot combine an aggregated value and a disaggregated value. For example, SUM (Price)* [Items] is not a valid expression because SUM (Price) is aggregated and Items is not. However, SUM (Price*Items) and SUM (Price)*SUM (Items) are both valid.
    help.tableau.com/current/pro/desktop/en-us/calcula…
     
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  4. Aggregate data - Wikipedia

     
  5. What Is Aggregate Data? - Dataconomy

    WEBMar 31, 2022 · This post will go over what aggregate data is and why it’s significant, provide several examples of its prevalent applications with exact quotes, and distinguish between disaggregate and aggregated data.

  6. What is Data Aggregation? - TechTarget

  7. What Is Data Aggregation? (Examples + Tools)

    WEBJul 25, 2024 · Data aggregation speeds up data analysis and improves operational efficiency. It enables data and BI specialists to access more data, faster, rather than combining and analyzing scattered datasets. On …

  8. Data Aggregation: Strengths & Weaknesses of …

    WEBIn short, statistical analysis of aggregated data can be invalid if you apply the results to individuals. If you need analysis at the individual level (e.g., the effect of education on income for individuals), use individual-level …

  9. Risks of Anonymized and Aggregated Data - McMillan …

    WEBDec 1, 2021 · This article discusses how the anonymized and aggregated data poses risks to businesses, and how to stay compliant with the applicable privacy requirements.

  10. Aggregate Data | Definition, Applications & Examples

    WEBNov 21, 2023 · The definition of aggregate data is a collection of information from multiple individuals that is summarized into an official data report. The data is collected from individuals with a shared...

  11. What is Data Aggregation? Process, Benefits, & Tools …

    WEBMay 26, 2023 · Aggregated data can be analyzed and reported on to provide insights about particular resources or resource groups, and data aggregation plays a role in both data analytics and Business Intelligence …

  12. What is aggregate data? - Validity

  13. Data Aggregation – Definition, Use Cases, and …

    WEBAntonello Zanini. Read this article to become an expert in aggregating data. Below, you will see: Data Aggregation: Definition. How a Data Aggregation Process Works. Uses Cases for Data Aggregation. Why …

  14. Aggregate Data: What Is It? (Plus Industry Examples)

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  21. Data Aggregation - SpringerLink

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  23. Data aggregation processes: a survey, a taxonomy, and design …

  24. What's aggregation bias, and how does it relate to the ecological ...

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