Statistics: Totals not representative of individual sums

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SUMMARY

The discussion centers on discrepancies in census data analysis, specifically regarding the totals of visible minorities (VM) and non-minorities (NM) not aligning with the provided total population figures. The user reports a consistent deviation of +/- 10 in the sums, complicating the calculation of accurate percentages for each area. The conversation emphasizes the need for statistical methods to address these inaccuracies, particularly in the context of analyzing demographic data.

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  • Understanding of census data structures and terminology
  • Basic knowledge of statistical analysis methods
  • Familiarity with demographic data interpretation
  • Proficiency in data validation techniques
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  • Research methods for reconciling discrepancies in demographic data
  • Learn about statistical techniques for estimating population parameters
  • Explore data validation tools and techniques for census data
  • Investigate the use of weighted averages in demographic analysis
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Data analysts, statisticians, and researchers working with census data who need to ensure accuracy in demographic reporting and analysis.

liveitout
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Hi there,
This is going to be difficult for me to explain, so I will try my best. My statistics is kind of rusty...
I've been given census data to analyze and I'm having problems. The totals are all given by the government.

For a specific attribute I've been given rows of different areas, and columns pertaining to the attribute. For ex. Race is divided into visible minority (further broken down into 5 other descriptive minorities) and non-minority.
The first row contains the total population, and total number of non-minorities, and each race and then the non-minorities. This all works out fine.

However, for each row (or area) the SUM total population is off by +/- 10.
Non-minorities + Visible minorities do not equal the total, and are either above or below by 10.
I'm trying to get percentages for each area, but if the total isn't accurate...what exactly can I do statistically to make this valid?

ex) Visible Minority = VM, non-minority = NM, Race1 = n, Race2 = k, race3= l

VM = n + k + l
VM + NM = total population
But in this case VM + NM = +/- 10 the given total

If you need further examples please let me know, I've tried my best!

Thanks a lot.
 
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I suggest you give a specific numerical example of the data layout. If the real data is complicated, you might link to an example of it if it is public data and online. Or you might make up a simplified example.
 

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