How to pick a chart type – Charting 101

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how to pick a chart type - charting 101Bar chart or Line? Scatter plot or box plot? These are the questions we ask ourselves when we set out to make a chart. In this article let me tell you how to pick a chart type so you can make best charts for every situation.

Why is it important to pick right chart?

Because right charts lead to right decisions. We use charts to tell stories, evaluate alternatives, understand trends or find-out if everything is normal. So, an incorrect charting choice can lead to poor judgment of the messages where as a correct chart can lead to right and faster decisions.

How to pick a chart type:

Chart making process can be divided in to 4 steps

Process to select & create a chart

  1. Find-out what you want to say?
  2. (Re)arrange the data
  3. Prepare the chart
  4. Format the chart

1. What is the purpose of this chart?

This is the first and most important step in chart preparation. You must ask yourself, “what is the purpose of this chart?”. Once we know the clear reason why the chart should exist, we will naturally be able to select the correct chart type for that reason.

But I realize that finding the reason itself can be a bit tedious. So I have listed down 6 common reasons that we often have to make a chart:
Common Chart Messages in Business Settings - picking right chart type

  1. to Compare
  2. to show the Distribution
  3. to explain Parts of the Whole
  4. to tell the Trend over time
  5. to findout the Deviations
  6. to understand the Relationship

Let us understand these reasons along with the type of charts that go well with these.

1. To Compare:

What it means? You want to compare one set of value(s) with another.
Examples:

  • Performance of Product A vs. Product B in 5 regions
  • Interview performance of various candidates

Charts that can be used for this reason:

Charts to be used for Comparison

  • Bar Charts,
  • Column Charts
  • Scatter Plots
  • Pie Charts
  • Line Charts
  • Data Tables

2. To Show the Distribution

What it means? You want to show the distribution of a set of values (to understand the outliers, normal ranges etc.)
Examples:

  • Distribution of Call waiting times in a call center
  • Distribution of bugs found in 10 week software testing phase

Charts that can be used to show distribution:

Charts to be used for Distribution

  • Column Charts
  • Scatter Plots
  • Line charts
  • Box Plots

3. Parts of Whole

What it means? You want to show how various parts comprise the whole
Examples:

  • Individual product sales as a percentage of whole revenue
  • Browser types of customers visiting our website

Charts that can be used to show Parts of Whole:

Charts to be used for Parts of Whole

  • Column Charts
  • Bar Charts
  • Pie Charts
  • Data Table

4. Trend over time

What it means? You want to understand the trend over time of some variable(s).
Examples:

  • Customer footfalls on the last 365 days
  • Share price of MSFT in the last 100 trading sessions

Charts that can be used to show Trend Over Time:
Charts to be used for Trend over time

  • Column Charts
  • Line Charts
  • Data Table

5. Deviations

What it means? You want to see which values deviate from the norm.
Examples:

  • Failures (or bugs) in the context of Quality Control
  • Sales in Various Stores

Charts that can be used to show Deviations:
Charts to be used for Deviation

  • Column Charts
  • Bar Charts
  • Line Charts
  • Data Table

6. Relationship

What it means? You want to establish (or show) relationship between 2 (or more) variables
Examples:

  • Relationship between Search Phrases and Product Purchases in your website
  • Relationship between in-store sales and holidays

Charts that can be used to show Relationship:
Charts to be used for Relationship

  • Scatter Plot
  • Line Chart
  • Data Table

How to pick a chart type when you have more than one reason for the chart?

Simple, use common sense. If I were you, I would either cut down the messages to one or make 2 charts (each conveying one message). If that is not possible, I would consider using dynamic charts or combination charts.

2. (Re)arranging the Data

Even when we know the message and corresponding chart, sometimes, our data may not support us. We then have to rearrange the data. Using excel formulas, pivot tables, tables and data cleaning tools we can easily massage the data.

Once we have the data in required format, we proceed to step 3.

3. Prepare the chart

Since you have already picked the chart type in Step 1, this is very straight forward. Most of the regular charts are available in MS Excel as default charts. You can insert them with few clicks.

But for some special chart types, you may have to prepare the chart by helper series, formatting etc.

4. Format the chart

While most formatting is done as per individual taste, there are some ground rules that apply on almost all charts. Here they are,

  • No non-zero axis scale on bar charts [reasons and discussions]
  • Make subtle grid-lines (or remove them) [how to remove grid lines]
  • Add labels to important points [labeling techniques]
  • Add descriptive, bold titles
  • Position axis, scales at the right places (for eg. y-axis to the right on a large time series chart)
  • Use simple, easy colors

A final word:

The ideas in this post are meant to be guide lines, not final words in the world of visualization. While these rules can help you make a good chart, a great chart take so much more. Knowledge of your data, Passion for what you do and Genuine focus on your audience’ needs can make your chart truly outstanding. All the best.

References:

Communicating Numbers – White Paper by Stephen Few [PDF]

Resources & Further Help:

What is the process you use for Chart Selection?

I would love to know the process you use when selecting a chart type. Please share using comments.

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41 Responses to “How to use Excel Data Model & Relationships”

  1. Ashish Youngy says:

    Data is Excel 2013 behaves so much like a OLAP cube when using with PivotTables. And this is actually wow. Consider learning not just DAX but MDX too 🙂 Happy Excel

    @Chandoo.. Have a nice and safe time in US. Best Wishes. And when they are publishing your interview in Entrepreneur 🙂

  2. Buzz says:

    I have been using PowerPivot in Excel 2010. My understanding was (via PowerPivot Pro blog) that Power Pivot would NOT be available in Excel 2013 in all versions; my recollection is that it was only going to be available in certain enterprise subscription editions. Thus, for individual users, it will no longer be available? For that reason I have moved some of my projects to Tableau, and do not expect to upgrade to Excel 2013.
    Can you confirm the availability of Power Pivot for all Excel 2013 users , or will it be restricted and unavailable for some users?

  3. Oz says:

    Just this weekend I upgraded from Home Premium to Professional Plus and spent time with Power View and PowerPivot.

    Up to that point I never saw myself in VLOOKUP Hell, and it may not be going away any time soon. I'm surprised to discover how many of my clients are still on Excel 2003. And then I have Mac users who don't have a lot of this great stuff available to them at all.

    These are great features and I'm going to dive into the Data Models. Unfortunately, I suspect, for me, the practical use may be limited to blogposts because I can't teach Power View in my workshops or send a client a spreadsheet that has a Power View in it.

    • thundom says:

      Hi OZ,

      I think the Microsoft would only upgrade the excel to a certain level instead of making it so powerful that it might threat their BI product. You know these "powerful" stuff can be easily done with a entry level crystal reports version.

      Glad to listen to ur opinion on it.

      I spent quite some time and energy on Excel and used it a lot, but now I am focusing energy on BI software like crystal reports.

    • thundom says:

      We both know that based on the technology today. All the time we spend on the Macro and advanced function of Excel can be done easily with other softwares which costs only hundreds of bucks.

      • Hui... says:

        @Thondom
        I don't think Excel tries to be the solver of all problems
        It is a generic tool
        Which for about 95% of people will do what they want 95% of the time
        There will always be specifics where specific custom software will do better than Excel
        It is the commonness of Excel which means that I can send a model to you and it will work , most of the time, that is its strength, of course combined with its flexility in being able to be adapted to suit most needs

        • thundom says:

          Hi Hui,
          You are right.

          But,

          for the business and individual, who spend too much resource on Excel to meet their BI requirements and other processing requests.

          Should they open their eyes to other ways to do it, in this age? Especially for many people try too much time to process stuff with thousands lines of macro programming.

          It is just as when human being created gun fire, the martial arts would not be that effective.

          Ppl need to be prodent when they choose their solution.

          • Hi guys, I just came across your conversation. I have an example of BI vs. Excel stuff. Here in Russia there is an ERP-system called "1C". It became a defacto standart for accounting, planning and BI / analytics. It is positioned as a flexible and powerful system and it really is.
            But its reporting abilities aren't user-friendly (or maybe just not me-friendly).
            Many reports require programming and all those SQL things, so that is common for a company to have a couple of programmers who develop and code those reports.
            So the common solution is to export data to Excel and then process it to be more suitable for further analysis or reporting.
            Well, it's obviously not a rule of thumb that special BI software can outperform Excel in day-to-day routine.

  4. Tris says:

    Hi Chandoo, thanks for publishing great Excel information. Pardon the ignorance as I havent used Data Model nor PowerPivot. But having seen your video clip on PowerPivot, how does Data Model differ from PowerPivot - the "process" seems familiar? Have a great day! And Excel to new heights! Regards,

  5. Nolberto says:

    Excellent posting, some pride themselves for having sheets with thousands of formulas or complicated formulas, but in the end the important thing is to work as little as possible.

    • Oz says:

      @Nolberto let's not gloat yet. Some people are forced to have thousands of complicated formulas when they don't have the fancy tools. I'm sad for the 2003 users who have to use SUMPRODUCT when the rest of us have SUMIFS available.

      In the end, I think the important thing is clean, trustworthy data--however you arrive at it. People survived more than 300 years with slide rules and paper. No PowerPivot for the Wright Brothers.

  6. koi says:

    hi chandoo,

    i added 2 column into sales, 1st column vlookup customer ID to CUST sheet to get the male or female, then 2nd column vlookup Product ID to Product sheet to get the product name, then after that i make pivot table out of sales sheet.

    but then the result is really different from yours

    the purposes is just try to do the vlookup vs add to data model to see if they get same result

    thanks

  7. koi says:

    ups sorry, didnt see that you're filtering using slicer..then it is good now the result are same with less effort 🙂

    thanks

  8. SPrasad says:

    Hi Chandoo, .I am interested to know whether we can build a star schema or snow flake data models through relations in Excel? (trying to correlate with Qlikview)

    • Chandoo says:

      Hi there,

      You can create a Star schema for sure. Snow-flake is possible too. As long as all relationships are one to many (or one to one) anything is possible.

      • Nestavaro says:

        What if customer.profession change its value after sometime?
        Supposed we have monthly data for Sales. What if one customer is a doctor in Feb, then a pilot in October, for example?

        How to build data model for such that situation?

        Thank you.

  9. Raghavendra Shanbog says:

    Hello ,
    I find this option similar to that of MS Access.
    In MS Access as well we have relationship concept and once you create a relationship, you can start creating number of queries based on that.
    But MS Access is not so user friendly and basically its database. Good that we are getting those options/functions in Excel.
    Thanks for sharing this info.

    Regards,
    Raghavendra Shanbog

  10. What is star schema and snow flake.??? Can we have next article on that if it is useful for us???

  11. Roberto says:

    Hi there, can anyone help? I tried testing this out in Excel using two tables. When I go to the Data tab the Relationships button does not appear at all. I am using Microsoft version 14.0.4760.1000, Microsoft Office Professional Plus 2010. Does this version have this capability? Or is there an add-in required?

  12. […] even a layperson can perform if they have the almighty Excel 2010 and PowerPivot installed. Or Excel 2013′s Data Model, which lets you mash up data from Excel Tables and serve them up directly as PivotTables with not a […]

  13. Chandeep Chhabra says:

    Chandoo/Hui,

    The dates grouping feature does not seem to work in Data Model. Is that true or am I making a mistake somewhere?

  14. Jay says:

    I don't think this is really for "lookups"...

    Try creating a pivot with sale ID and customer name in row fields. It will give you ALL customer names per sale ID.

    You'd need to use RELATED function in a new column in powerpivot if you want something equivalent to "vlookup"

  15. Aslam says:

    Please explain the difference between data model and power pivot, the functions of both of them are different and similar
    thanks

  16. […] Handling large volumes of data in Excel—Since Excel 2013, the “Data Model” feature in Excel has provided support for larger volumes of data than the 1M row limit per worksheet. Data Model also embraces the Tables, Columns, Relationships representation as first-class objects, as well as delivering pre-built commonly used business scenarios like year-over-year growth or working with organizational hierarchies. For several customers, the headroom Data Model is sufficient for dealing with their own large data volumes. In addition to the product documentation, several of our MVPs have provided great content on Power Pivot and the Data Model. Here are a couple of articles from Rob Collie and Chandoo. […]

  17. Bernadette Savage says:

    I need to use a slicer to allow a user to select vendor by name. In the background, I need to obtain the vendor ID to link to multiple datasets where the name may not be spelled consistently. Any advice?

  18. Andrea says:

    I've tried this in Excel 2016. It works great.
    I can even create Cube Formulas on the Data model after I've inserted the pivot table.
    Just for the fun of it, I tried to see if I could do Cube Formulas without creating the pivot table in advance. I can define Cube members, but it seems as if the measure part is playing tricks on me.

    I can't get a Cube Value for Chocolates sold to Male customers.
    With the Pivot created the formula looks like this (and works fine)
    =CUBEVALUE("ThisWorkbookDataModel";"[Customer].[Gender].&[Male]";"[Product].[Category].&[Chocolates]";"[Measures].[Sum of Quantity]")

    Does anyone know how I can solve this, or am I asking the impossible?

  19. Kwabena Anaafi says:

    I want to see the video on this topic

  20. nestavaro says:

    What if customer.profession change its value after sometime?
    Supposed we have monthly data for Sales. What if one customer is a doctor in Feb, then a pilot in October, for example?

    How to build data model for such that situation?

    Thank you.

    • Chandoo says:

      In such case, you need to make relationships based on two columns. This kind of feature is not supported in Excel. You can use Power Query to merge tables based on multiple columns and return a consolidated giant table to Excel for reporting.

  21. nestavaro says:

    Is it able in MS Access?
    I have never used access before.

  22. faisal says:

    thanks chandooo your article is very helpfull for troubling peoples' especially in office environment under boss pressure.

  23. Ron says:

    Here is an introduction to PowerPivot.

    The link above is broken

  24. Venkatesh says:

    Hi. This has really taken my interest.. I have huge data tables to work with...and I use vlookup to fetch certain data. I have different data in different sheets...

    Like customer sales (customer code, product code,qty, piece rate, total amount, branch code) data in one sheet
    Branch details in another (branch code, branch address, state , region)
    Customer Geographical Data in third sheet (region, region name)
    Product details in fourth sheet (product code, product description and related)

    Now I use a vlookup to get branch name, state and product name respectively into my main sheet.

    Now what I want is

    customer code, product code,qty, piece rate, total amount, branch code) data in one sheet, branch address, state , region, region name, product description

    Can't his be done thru data model... I tried but it's not working... Eitherway, I will gonthru thr session on e again and give a try... Any help, is appreciated. Thankyou

  25. Achyutanand Khuntia says:

    Dear All,

    i am striving to do reverse relationship in Power pivot ,

    example : -

    1 - Data sheet
    2. - Source data

    step to stops - import first data sheet in power piovt and then source data , made relationship with both sheet , after created relationship i am able to do put related formula in source data sheet only (=releted('Source data'[Amount]), if i go to put formula in data sheet , parameter of Source data are not visible ,

    could someone educate me how can i do , and utilize related formula in data sheet.

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