Running Totals Without a Traditional Calendar Table

PowerPivot provides a host of great functions like DATESYTD, DATESMTD, DATESBETWEEN, etc. that are useful for calculating many things, including a running total.

But with the exception of DATESBETWEEN, I seldom get to use any of those “time intelligence” functions, for the simple reason that our clients almost never operate on a traditional calendar.

I very often find myself working with a “calendar” that looks like this:

Non Traditional Calendar

Can’t Use Time Intelligence Functions With a Calendar Like This

And sometimes I even find myself with “calendars” that don’t have any date columns in them at all:

Another Non Traditional Calendar

This Table DOES Truly Represent the Business Calendar But Has No Dates in It!

So what do you do when you still need a “Year to Date” Total?

Silly humans.  They don’t care that the data is structured one way or another under the hood.  They just keep insisting on seeing useful things, like Year to Date totals.  They don’t want to hear how the blender is constructed, they just want their daiquiri.

So, what’s a report designer to do?  Give up?  No way.  We make daiquiris anyway.

I’m going to use that second calendar above, the one that has no dates in it.  In fact this is the same data set I have been using for the Precedence Project.  (Really, this is Part Three in disguise).  So let’s return to a familiar pivot:


Familiar Starting Point

It has Year and MonthNum on rows, and the simple measure Total Sales.  I want to end up with this:


Desired Result

Getting to that desired result, in my experience, is something you either stumble upon quickly or flail around forever and never find.  In fact, finding myself in a situation like this is what triggered me to start the Precedence Project in the first place.

Cutting to the chase:  this formula works

To keep this post short and sweet, I’m just going to share a working formula.  I hesitate to call it “the” formula, because there are multiple variations that work, and some fit certain biz requirements better than others.

So here is one that works.  It has some quirks that I will iron out in the next post.

[YTD Sales]=
[Total Sales](

In short, this  measure clears all filters on the entire Periods table, then adds back two filters – restores the current context for Year (using VALUES), and limits the PeriodNum to be less than or equal to the current context (I will explain later why I used MAX and not just VALUES).   Note that I am using PeriodNum (which keeps increasing across years and is unique to a given Month/Year combo), not MonthNum (which is on the pivot and “resets” to 1 for January of each year).

Next Post:  Explaining the Formula, and Showing How NOT to do it

Explaining that relatively simple formula, if I do a thorough job, will consume its own post.  And I also want to cover some other approaches – ones that seem like they should work but do not.  Because the things that DON’T work are even more educational than the things that do.

15 Responses to Running Totals Without a Traditional Calendar Table

  1. Claire says:

    The only time I want to hear about blender construction is when the Blendtec guy is explaining it. Otherwise, the dacquiri wins every time :)

  2. Luke Pargiter says:

    Thanks for the post Rob. I’m very interested in seeing your future posts on this topic also. Working with a 4-5-4 calendar has been a challenge ever since I started working with PowerPivot. I created a day level YTD function for my fiscal calendar using your pattern. [Sales YTD]=[Sales](FILTER(ALL(Date),’Date'[DayOfYearNum]<=MAX('Date'[DayOfYearNum])),VALUES('Date'[Year])). It also works well for month and year rollups. Cool!

    Recently I have been modeling attributes within my Fiscal Calendar dimension that are normally provided by DAX time intelligence functions (for regular calendars). For example, STARTOFYEAR as a column so I could use DAX like this: [YTD]=[Sales](DATESBETWEEN('Date'[Date], MIN('Date'[StartOfYearDate]),LASTDATE( 'Date'[Date])), All('Date')).

    Something that is a challenge with the current release of PowerPivot is the lack of MDX functions like PrevMember or DAX's ParallelPeriod (which only works on a regular calendar) which means that I have to resort to math on keys (like subtracting 1 from the YearNum to determine the prior year for YearAgo calcs).

    Any plans on sharing a YAgo YTD variation of this calculation that would in turn provide the basis for simple [Year-over-Year Difference] and [Year-over-Year Percent Change] calculations? I appreciate you sharing these tips. Please keep them coming! Thanks!

    • Hi Luke. Yes, from what I have seen, the MAJORITY of real-world PowerPivot usage runs into custom calendars almost immediately, and the time intel functions go out the window. It would make sense for them to someday add another set of functions that work against things like PeriodNum.

      The trick you are using today with the extra columns like STARTOFYEAR is also one we use a lot. Have you tried extending that with other columns like STARTOFPREVYEAR and EQUIVALENTDATEPREVYEAR? Because I think that absolutely can yield your desired year-over-year comparison. We do that all the time.

      • Luke Pargiter says:

        Hi Rob. Appreciate your ideas. Interestingly enough, your suggestion is exactly what I do for the prior year YTD calculation. It seems like a lot of steps but I built a calculated column that combines the Year and DayOfYear:

        [YearDayID]=([YearNum]*1000)+[DayOfYearNum] in the format 2011001

        then another to get the Prior Year

        [PriorYearNum]=’Date'[YearNum]-1 (2011 becomes 2010)

        then another to get the equivalant YAgoYearDayID (2011021 will return 2010021)


        Then I do a lookup to get the equivalant YAgoDate in a date format for use with the DATESBETWEEN function:


        The reason I use lookup calculations instead of simple subtraction is for situations like 53 week years and non-existent prior years. My original question was more to see if you had a magic DAX measure for YTD YAgo that uses the current year and PeriodNum of a custom calendar. I was hoping to possibly simplify these steps because that is exactly what this post did for my current YTD calculation. Look forward to your future posts.

  3. Nice post Rob
    Luke, if you want to make math over previous year, you need to detect which days belong to the same period in the previous year and this can be done if you change some values. Instead of using the PeriodNum (which is always inreasing), you need to use the DayOfTheYear value. Rob’s formula can be easily adapted to work using a DayOfTheYear column like this:
    YTD =IF (
    COUNTROWS (VALUES (‘Date'[Year])) = 1,
    SUM (‘Date'[Value]),
    FILTER (
    ALL (‘Date’),
    ‘Date'[Year] = VALUES (‘Date'[Year]) &&
    ‘Date'[DayOfYear] <= MAX ('Date'[DayOfYear])
    The logic of this formula is EXACTLY identical to Rob's one (and I think understanding this simple statement is a good exercise in DAX). By simply changing the condition on the year column, you can get the YTDPY formula:
    YTDPY =IF (
    COUNTROWS (VALUES ('Date'[Year])) = 1,
    SUM ('Date'[Value]),
    FILTER (
    ALL ('Date'),
    'Date'[Year] = VALUES ('Date'[Year]) – 1 &&
    'Date'[DayOfYear] <= MAX ('Date'[DayOfYear])
    Please note the initial check for COUNTROWS (VALUES()), which is needed to perform math over VALUES().
    Moreover, it is imporrant to not that this formula compute the same number of days in the previous year, which, at the month level, can be a wrong value. Nevertheless, by leveraging this simple approach, you can build any filter on the calendar table and get the desired result.

    • Luke Pargiter says:

      Alberto, thank you for your insights! Your mods to Rob’s formula work well. I will study them. Appreciate your explanation and word of caution on months. Our 4-5-4 calendar helps make sure we are summing the same number of days at the month level most of the time :-) Cheers!

  4. TOM says:

    How do I create a running total in the Powerpivot environment (with CalculatedColumn)?

  5. James Hinton says:

    Hi Rob,
    Thank you for the great post. My PowerPivot Table (Balance_Sheet) contains, amongst other columns, Account_ID, Financial_Period, Date (being end date of each financial period)and Total_Movement (being the net movment per Account_ID per Financial_Period. Instead of creating a running total for each Year, I’m attempting to create a calculated column, Balance, for each Account_ID to get the closing balance per period for each Account_ID.

    After having studied your formula above, I have substituted VALUES(Periods[Year]) with VALUES(Balance_Sheet[Account_ID]). I’ve also tried substituting MAX with EARLIER. I keep getting Balance = 0. Being a “Bean Counter” and not an Engineer, I can get an inkling of the Balance being = 0, as the sum of all Balance Sheet accounts for all periods should = 0. I guess there’s something incorrect with my expression [Total_Movement] and not the rest of the formula.

    Here is my formula: Balance = CALCULATE(SUM(Balance_Sheet[Total_Movement]),FILTER(ALL(Balance_Sheet),Balance_Sheet[Date]<=MAX(Balance_Sheet[Date])),VALUES(Balance_Sheet[Account_ID]))

    Please can you help?



  6. James Hinton says:

    It looks as though I’ve sloved my problem!!!! Here is a formula for a Calculated Column, Closing Balance (running total from inception) for each period, ignoring any YTD type parameters, for each account where all you have is the movement per account per period.

    Balance =CALCULATE(SUM(Balance_Sheet[Total_Movement]),FILTER(ALL(Balance_Sheet),Balance_Sheet[Date]<=EARLIER(Balance_Sheet[Date])),FILTER(Balance_Sheet,Balance_Sheet[Account_ID]=EARLIER(Balance_Sheet[Account_ID])))

    Whew, it looks so simple once you get there! But it takes ages for a novice.



    • powerpivotpro says:

      James – we all go through it. When I started the blog, I hadn’t written a single “real” DAX formula. It won’t be long before you feel a level of mastery :)

      David Churchward emailed me less than a year ago with a question, and now, I learn as much from him as vice versa :)

  7. Shaun says:

    Great post, thank you for your help.
    I’m trying to do this with a Countrows Measure instead of the [Sum of…] but produces an error. Please could you help? I’ve included the Measure below for your reference:

    • Shaun says:

      Apologies a typo in the formula:

  8. Scott Sager says:

    I have been working with the fiscal calendar over the last week or so and have had some success in getting year over year type of data (Last year same month or last year same quarter) but when it comes to sequential monthly or quarterly comparisons, I am falling short.

    A prime example is if I am trying to compare January to December of the prior year or Q1 to Q4 or the prior year. It seems that unless the items I want to see are selected in either a slicer or filter it doesnt pull them back.

    I created special period numbers because my calendar had different levels of granularity such as Month, Week and Quarter. An example of the cal I am trying to use for the sequential comparison is =CALCULATE(Revenue[Gross Margin Percentage],FILTER(ALL(Calendar),Calendar[intQtrNum]=max(Calendar[intQtrNum])-1),VALUES(Calendar[Quarter])).

    Any suggestions would be greatly appreciated.

  9. Per Solli says:

    This looks like what I need but I have a couple of questions:
    1. You are not using CALCULATE, do you still put this in a column formula?
    2. Is it a requirement to have the periods in another table?

    Looking forward to take advantage of the world best formula.

  10. Melissa says:


    I have just started to use PowerPivot and am a bit lost on this formula. Essentially, I have a data set which has trade number, trade dates, and position. As there can be more than one trade number PER date, I have duplicate dates. I have linked the table with a central “date” table as suggested in most blogs on this topic but am unable to calculate a cumulative formula. Below is an example… position refers to QUANTITY done in the trade

    Trade Date Trade Num Position
    8/23/2013 12345 5000
    12/18/2013 12346 5000
    01/09/2014 12347 10,000

    I would like to eventually have a graph in PowerView with date on the axis and a line showing quantity progression.


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