Formula Forensics No. 031 – Production Scheduling using Excel

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Recently, Bluetaurean asked in the Chandoo.org Forums about ways to allocate work durations for various product lines across 24 hour days to create a daily schedule.

Both formula-based and VBA-based solutions were offered.

Today at formula Forensics we will take a look at the formula-based approach.

As always at Formula Forensics you can follow along, Download Here – Excel 2007-2013.

 

Set the Scene

Since one might encounter a similar need in a variety of contexts (manufacturing, engineering, project planning, etc.), we will look at a more general problem of allocating a set of tasks and corresponding durations to one or more days, as shown in the following diagram.

We will create two output views:

  • One that is a flat list that can then be manipulated further using Excel’s Pivot table feature, and
  • Another view that mimics a pivot-table (and is similar to a typical project Gantt view, but with actual values listed instead of a bar chart).

You can follow along using the attached Excel document. Download here Excel 2007+

 

Problem Specifics

  • We have a list of tasks and their durations.
  • We need to distribute the tasks to different days, without exceeding the maximum available duration in a given day.
  • When the hours in a day are “used up”, we need to allocate the remaining task duration to the next day, and so on.
  • On the other hand, if a given task does not use up all of the hours in a given day, we will need to assign more than one task for that day, provided the combined durations do not exceed the available hours for that day.
  • In other words, we will need to split a task across one or more days, or combine one or more tasks into a single day, as needed, to maximize the work performed in a given day.

 

Developing the Approach

Before we tackle this problem in Excel, let us review how we might do this manually. Like most things, we might use the following three step process:

  1. Take the first task and assign its duration to Day 1. If the task’s duration exceeds the maximum hours available in a day, allocate the portion of the duration that does not fit into Day 1 into Day 2.
  2. Take the second task, and see whether it can fit into an existing day, or whether it needs to be distributed to multiple days
  3. Etc. (OK… so that three-step process was a stretch!)

Statistics show that most people think in terms of IF-THEN-ELSE statements. So here it is…

For a given Day, and for a given Task,
If [Hours Not Allocated For that Task] > [Hours Available for that Day] Then
Set Duration for that Day as [Hours Available for that Day]
Else
Set Duration for that Day as [Hours Not Allocated for that Task]
End
Continue the above evaluation until all tasks have been allocated to days.
 

Of course, the above IF() logic can be condensed as follows:

MIN( [Hours Not Allocated For that Task][Hours Available for that Day] )

 

Putting it All Together: Output Option 1: Gantt-like View

Let us employ the above approach to create the Gantt-like view.

To make our approach more generic, we will use an Excel Name called “MaxHrsPerDay” to indicate the maximum available hours in a given day. (In the sample worksheet, it has been set to 24 hours.)

Our source data is setup as shown in the diagram below:

  • Tasks are in the range A2:A5
  • Durations are in the range B2:B5

We will create the output in a separate worksheet, in the range A1:E5 as shown below:

Put the following formula into cell A2 and copy down to A5:

=SourceData!$A2

(This formula is merely referencing the values from the SourceData sheet. The sample workbook also includes an approach to make this reference more location independent.)

Put the following formula in cell B2, and copy it down and right:

=MIN((SourceData!$B2-SUM($A2:A2)), (MaxHrsPerDay-SUM(B$1:B1)))

 

Setup the header row (B1:E1) as desired. (I have used text values for the header. You could also calculate the header text using formulas. Since that is straightforward, I will leave that as an exercise for the reader.)

Now let us look at what the formula in cell B2 is doing:

  • SUM($A2:A2) is calculating the sum of the allocated durations for TaskA. (Please note the use of absolute and relative references. The formula is anchored on column A, but the starting row, ending row and ending column are free to expand.) SUM($A2:A2) returns zero since SUM() ignores text values.

– If you look at cell C2, the reference changes to SUM($A2:B2).
– In cell B3, the reference changes to SUM($A3:A3). You get the idea

  • (SourceData!$B2-SUM($A2:A2)) calculates the difference between the duration for TaskA (40 in the example) and the hours allocated as of that point (0), to return 40-0=40.
  • SUM(B$1:B1) is calculating the sum of the allocated hours for Day1. (Again, we are using a combination of absolute and relative references to keep the calculation anchored on column B.) In this case, the value is zero, since this is the first allocation for Day1.
  • (MaxHrsPerDay-SUM(B$1:B1)) calculates the hours remaining (i.e. available) for Day1. Since this is for cell B2, the calculation returns 24 – 0 = 24.

That is it!

We put those absolute and relative references to good use!

This approach was easy because all we had to do was calculate the duration for a given task for a given day.

 

On the other hand, if we had to figure out what the Task was, or which Day it was, the calculation gets a little more involved. Since this is “formula forensics”, we would not have it any other way! 🙂

 

Putting it All Together: Output Option 2: A Sequential List of Tasks and Durations for Each Day (i.e. a Flat List)

As before, we will use the Excel Name “MaxHrsPerDay” to refer to the maximum hours in a Day.

As shown in the following diagram, we will turn the source data into a flat list of Days, Tasks and Durations:

Unlike with VBA, since a formula cannot choose which row and column to write its output, we have to set the formula in every cell where we suspect there might be a value.

In the above sample diagram, we copy the formulas from row 2 to row 9. However, row 9 shows “…” indicating that the list was completed by row 8.

Let us look at how to determine the value for Day, Task and Allocated Duration.

For ease of description, I have created the following Excel Names:

WorkList: =A2:A5 in the source data.

WorkDuration: =B2:B5 in the source data

While creating the Gantt-like view earlier, we were able to take advantage of the static “Day” and “Task” values to determine the Remaining Duration, Available Duration, etc. Since we now have to determine all three values (Day, Task, Allocated Duration), we will need some “helper” data.

We will add a column alongside the source data that shows the cumulative duration (for reasons that will become clear shortly), as shown in the following diagram:

Cumulative Duration is calculated as the sum of all durations up to a given row.

  • For example, in cell C2, the Cumulative Duration is 40.
  • In cell C3, the Cumulative Duration is 40+20=60
  • And so on.

For ease of referencing, we will use an Excel Name called CumulativeDuration =C2:C5.

 

Let us look at why we need the “CumulativeDuration” helper column:

The circular logic problem

In order to determine the durations already allocated for a given day, we will need to know which Day it is.

We also need to know which Task we are trying to calculate the duration for.

So… do we calculate the Day or the Task or the Duration first?!! As you can imagine, that will soon land us in some circular logic.

 

Some helpful observations about the output:

  • In column C of the output (on worksheet FlatList), the sum of allocated durations adds up to the total duration for all tasks. (No surprise here!)
  • If every task had duration equal to the MaxHrsPerDay, you would have the same duration value for all days. (Not surprising, but interesting!)
  • In other words, you could think of the Allocated Duration column as the total duration for all tasks, allocated MaxHrsPerDay at a time.
  • Now we need a way to iterate through the duration values one at a time and account for the durations already processed. In other words, each value needs to contain all of the previous values. Welcome to an array of the cumulative durations!
  • For example, in the cumulative array “{40;60;65;80}”, the value 60 already includes the previous value 40 in it. This allows us to subtract all durations allocated up to a given row, to get the duration value that is remaining to be allocated.
  • Since Excel is good with numbers, we will base the calculation for AllocatedDuration and Tasks on the Duration values.
  • By calculating the two values separately, we avoid the circular logic.

Let’s now look at the formulas for Day, WorkItem and AllocatedDuration.

It would be easier if we looked at the formulas in reverse order, starting with AllocatedDuration, then WorkItem, and finally Day.

Formula for “AllocatedDuration”

Enter the following formula into cell C2, ending with Ctrl+Shift+Enter, as shown in the following diagram:

=IF(SUM(C$1:C1)>=SUMPRODUCT(WorkDuration), “…”,MIN(INDEX(WorkDuration, MATCH(TRUE, CumulativeDuration-SUM(C$1:C1) > 0, 0)) – SUMIFS(C$1:C1, B$1:B1,B2), MaxHrsPerDay-SUMPRODUCT((A$1:A1=A2)* IF(ISNUMBER(C$1:C1), C$1:C1, 0)))) Ctrl+Shift+Enter

Let us look at the formula closely (using the formula in row 2):

  • SUMPRODUCT((A$1:A1=A2)* IF(ISNUMBER(C$1:C1), C$1:C1, 0)) -> This calculates the sum of all allocated durations up to the previous row, where the Day = current row’s day. Please note the use of absolute and relative references. They allow us to expand the range as we go down the rows, while remaining anchored to the first row.

– Since this is the first data row, C$1:C1 returns “Allocated Duration” and the ISNUMBER() function returns FALSE, and consequently, the IF() function returns 0.
– A$1:A1 returns “Day”, and the test A$1:A1=A2 returns FALSE. Please note that in this case, it does not matter whether A2 has a value in it, whether it has the value 1, etc.
– SUMPRODUCT() provides the result of FALSE * 0 = 0

  • MaxHrsPerDaySUMPRODUCT((A$1:A1=A2)* IF(ISNUMBER(C$1:C1), C$1:C1, 0)) -> This calculates the difference between maximum duration available for a day and the sum of durations allocated for the current day. In other words, it calculates the available duration for the current row’s day.

– In this example, the calculation results in MaxHrsPerDay (24 in our example) – 0 = 24

  • SUMIFS(C$1:C1, B$1:B1,B2) -> This calculates the sum of all allocated durations for the current row’s task. Since B$1:B1 is the text value “Work Item”, the SUMIFS() returns 0. Again, it does not matter if B2 is blank or has a value like “TaskA”, since Excel correctly evaluates the condition whether B$1:B1 equals B2.
  • SUM(C$1:C1) -> This calculates the sum of all allocated durations up to the previous row.
  • CumulativeDurationSUM(C$1:C1) -> CumulativeDuration evaluates to {40;60;65;80}. SUM(C$1:C1) evaluates to zero. As such, the expression evaluates to {40;60;65;80} – 0, or {40;60;65;80}.

– If we look at the calculation for this expression in cell C3 (the expression would be “CumulativeDuration—SUM(C$1:C2)”), we would get the result of {40;60;65;80} – (0+24) = {16;36;41;56}. (As you know, subtracting a scalar value from an array results in an array with each value reduced by the scalar value.)

– If we look at the calculation for this expression in cell C4 (the expression would be “CumulativeDuration—SUM(C$1:C3)”) , we would get the result of {40;60;65;80} – (0+24+16) = {0;20;25;40}

– As you can see, each successive calculation reduces the CumulativeDuration array by the amount of hours already allocated. By reducing the CumulativeDuration array in this fashion, we ensure that we do not “double count” a duration.

– If a value in the array evaluates to zero, it means the corresponding duration has been fully allocated. (In cell C3, the first value in the array is zero, indicating that the original 40 hours has been fully allocated.) We will put this knowledge to good use in the next expression.

  • MATCH(TRUE, CumulativeDuration—SUM(C$1:C1) > 0, 0) -> The expression CumulativeDuration—SUM(C$1:C1) > 0 evaluates to ={TRUE;TRUE;TRUE;TRUE} because all values are greater than zero. By performing a MATCH() for TRUE, we are able to find the first location in the array that has a non-zero value.

– If we look at the result of this expression in cell C3, we get {16;36;41;56} > 0 = {TRUE;TRUE;TRUE;TRUE}

– If we look at the result of this expression in cell C4, we get {0;20;25;40} > 0 = {FALSE;TRUE;TRUE;TRUE}

– As you recall, the zero values (or FALSE) correspond to the durations that have been fully allocated, whereas, the non-zero values (or TRUE) correspond to the durations that have NOT been fully allocated.

– It is helpful to note that MATCH() returns the LOCATION of what it finds. As such, the returned location is that of the first duration value that has not been fully allocated! Since the CumulativeDuration array is the same size as the WorkDuration array, we will be able to put this returned location value to good use in the next expression.

  • INDEX(WorkDuration, MATCH(TRUE, CumulativeDuration — SUM(C$1:C1) > 0, 0)) -> By using the location value (of the first duration value that has not been fully allocated), we find the corresponding original duration value from the WorkDuration array.

– As we saw earlier, the expression “CumulativeDiration – SUM(C$1:C1)” reduces the CumulativeDuration by the duration values allocated to that point. However, the resulting array could have partial duration values as well. By referencing the corresponding duration value from the WorkDuration array, we ensure that we retrieve the original (full) duration value that was to be allocated.

  • MIN(…) -> This expression calculates the value of MIN([Hours Not Allocated For that Task], [Hours Available for that Day])

– [Hours Not Allocated For that Task] is returned by INDEX(WorkDuration, MATCH(TRUE, CumulativeDuration—SUM(C$1:C1) > 0, 0)) – SUMIFS(C$1:C1, B$1:B1,B2)

– [Hours Available for that Day] is returned by second half of the MIN() expression: MaxHrsPerDay—SUMPRODUCT((A$1:A1=A2)* IF(ISNUMBER(C$1:C1), C$1:C1, 0)).

– So, we essentially got back to the logic we started from, which is the same logic we used for creating the Gantt-like view as well.

  • The remaining portion of the formula (the IF() check) determines if all of the hours have been allocated. If all hours have been allocated, it returns “…”.

SUMPRODUCT(WorkDuration) -> This expression calculates the total of all work duration values. In cell C2, it evaluates to SUMPRODUCT({40;20;5;15}) = 80

SUM(C$1:C1)>=SUMPRODUCT(WorkDuration) -> Determines if the sum of durations allocated up to that point is greater than the total for all durations. (Since this is part of an array formula, you could also use the SUM function in place of SUMPRODUCT. But I am partial to the SUMPRODUCT function!! So, unless you are in a competition where the winner is determined by the shortest formula, feel free to use either one!

 

Formula for “WorkItem”

Enter the following formula into cell B2, ending with Ctrl+Shift+Enter, as shown in the following diagram.

=IF(SUM(C$1:C1)>=SUMPRODUCT(WorkDuration), “…”,INDEX(WorkList, MATCH(TRUE, (CumulativeDuration-SUM(C$1:C1)) > 0, 0))) Ctrl+Shift+Enter

You are already familiar with most of the formula components since you saw them in the formula for AllocatedDuration. The only difference is that in this formula, we are returning a value from WorkList. (i.e. we locate the position of the first non-zero duration in CumulativeDuration array, and since that array is the same size as the WorkList array, we are able to find the first Task that has not been fully allocated.)

Formula for “Day”

Enter the following formula into cell A2, ending with Ctrl+Shift+Enter, as shown in the following diagram:

=IF(SUM(C$1:C1)>=SUMPRODUCT(WorkDuration), “…”, MAX( N(A1) + (SUMIFS(C$1:C1, A$1:A1, A1)>=MaxHrsPerDay), 1)) Ctrl+Shift+Enter

Let us look at the formula in detail (using the formula in row 2):

  • SUMIFS(C$1:C1, A$1:A1, A1) -> This expression calculates the sum of all durations (in column C) where the Days (in column A) equal the previous day.

– In cell A2, this expression evaluates to “SUMIFS(“Allocated Duration”, “Day”, “Day”)” = 0. (Excel smartly ignores any non-numeric values in the first argument.)

– In cell A3, this expression evaluates to “SUMIFS({“Allocated Duration”;24}, {“Day”;1}, 1)” = 24.

  • SUMIFS(C$1:C1, A$1:A1, A1)>=MaxHrsPerDay -> This expression checks if the sum of all durations where the Days equal the previous day is greater than or equal to MaxHrsPerDay.

– In cell A2, this expression evaluates to FALSE

– In cell A3, this expression evaluates to TRUE

  • N(A1) -> This expression returns the numeric value for its argument. Since N() returns zero for any non-numeric arguments, we use this function to return zero for the heading (“Day”) in A1. (Any numeric values are returned as is.)
  • MAX( N(A1) + (SUMIFS(C$1:C1, A$1:A1, A1)>=MaxHrsPerDay), 1) -> The first argument of the MAX function “N(A1) + (SUMIFS(C$1:C1, A$1:A1, A1)>=MaxHrsPerDay)”returns the next increment for day, if the previous day has been fully allocated. Otherwise, it returns the same value as the previous day.

– In cell A2, this expression evaluates to MAX( N(“Day”) + (SUMIFS(“Allocated Duration”, “Day”, “Day”)>=24), 1), which evaluates to MAX( N(“Day”) + (0>=24), 1), which evaluates to MAX( 0 + (FALSE), 1), which finally evaluates to 1.

– In cell A3, this expression evaluates to MAX( N(1) + (SUMIFS({“Allocated Duration”;24}, {“Day”;1}, 1)>=24), which evaluates to MAX( N(1) + (24>=24), 1), which evaluates to MAX( 1+ (TRUE), 1), which finally evaluates to 2 since 1 + TRUE = 2.

 

Download

You can download a copy of the above file and follow along, Download Here – Excel 2007-2013.

 

Final Thoughts

While we used the same basic logic for both output options in this article, there are probably many other ways to tackle the age-old problem of production scheduling.

I would love to hear about some of your ideas, as well as ways to extend the concepts described here.

In the meantime, I wish you continued EXCELlence!

Sajan.

 

Other Chandoo.org Posts related to Scheduling

Here at Chandoo.org you can find the following related posts:

http://www.chandoo.org/wp/2010/11/18/scheduling-variable-sources/

http://chandoo.org/wp/2009/06/16/gantt-charts-project-management/

http://chandoo.org/wp/project-management-templates/gantt-charts/

 

Thank You

This was Sajan’s second post at Chandoo.org and so a special thank you to Sajan for putting pen to paper to describe the technique here.

You may want to read Sajan’s first post here or thank him in the comments below:

Formula Forensics “The Series”

This is the 31st post in the Formula Forensics series.

You can learn more about how to pull Excel Formulas apart in the following posts: Formula Forensic Series

 

Formula Forensics Needs Your Help

I need more ideas for future Formula Forensics posts and so I need your help.

If you have a neat formula that you would like to share like above, try putting pen to paper and draft up a Post like Sajan has done above or;

If you have a formula that you would like explained, but don’t want to write a post, send it to Hui or Chandoo.

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110 Responses to “Weighted Average in Excel [Formulas]”

  1. Amit says:

    Thanks Chandoo

  2. Cyril Z. says:

    Hello Chandoo,

    I use weighted average almost every day, when I want to compute the progress of my projects in terms of functional coverage :

    1. I have a list of tasks during from 1 day to 20 days.
    2. It is obvious that each task must be weighted regarding its duration.
    3. My functional coverage is calculated with :
    sumproduct ( total_duration_array * ( todo_array = 0 ) ) / Sum ( total_duration_array )

    and all subsequent grouping you can think (group by steps...)

    Regards

    Cyril Z.

  3. Krok says:

    I use it to calculate the Avg Mkt Price Vs our Products.

    Main difficultie: to place the calculation on a Pivot Table 😀

    The use of array formulas does the trick for this calculation but, since I keep feeding new info to the file, it is getting way to "heavy" so I've started changing this calculation to a pivot table.

  4. Martin says:

    If I was the CEO of ACME.... Coyote would be armored like Iron Man !!!

  5. Yair says:

    Hello Chandoo
    First - your site is excellent and very enlightning
    Second - I find it easir to use an array formula
    SUM(A2:A6*B2:B6/SUM($B$2:$B$6))

  6. Daniel Ferry says:

    @Yair -

    You can write your version of the formula with the SUMPROUDCT instead of the CSE SUM:
    .
    SUMPRODUCT(A2:A6*B2:B6/SUM($B$2:$B$6))
    .
    Why bother? SUMPRODUCT is about 10% faster than the equivalent array formula. I write about this on my blog:

    http://www.excelhero.com/blog/2010/01/the-venerable-sumproduct.html

    Regards,

    Daniel Ferry
    excelhero.com

  7. Gregor Erbach says:

    And how would you calculate the MEDIAN of a data set that is presented as values and frequencies?

    I have tried a couple of approaches, but could not come up with a solution that was elegant and scalable to data sets with an abritrary number of rows.

  8. Steve-O says:

    If I'm the CEO, I'd want to see how much money total is spent on payroll for each department. In which case, I'd just total payroll spending and divide by total # employees.

  9. Ouiski7 says:

    Thanks Chandoo, elegant solutions and helpful web site!

    Small typo: both instances of $330,000 should be $303,000. You got it right in the image with the red circle around it, but the text is wrong.

    "Now, the average salary seems to be $ 330,000 [total all of all salaries by 5, (55000+65000+75000+120000+1200000)/5 ].
    You are a happy boss to find that your employees are making $330k per year."

  10. ramu says:

    superb For weighted avg

  11. Joel says:

    What if my weights are decline equally. Example Data to be measured with WMA A10:A20, weights 10,9,8,7, etc, starting with A20*10, A19*9, A18*8 etc.

    Do I need to create a separate column with the numbers 10,9,8,7,6 etc?

    Thanks!

  12. Hui... says:

    @Joel
    You don't need to use a seperate column for the weights, but it can be useful for clarity
    .
    If the weights are based as you say on a series you could use a formula like
    say your in B20
    =A20*(row()-10)
    so as you copy this between B10 and 20 it will adjust automatically as you specified

  13. Joel says:

    That works nicely. Thank you!

  14. Krunal Patel says:

    Hi Chandoo,

    Can you please guide me on How to calculate weighted average on the basis of Date...?

    I wanna find out two things (1) Weighted average amount (2) Weighted average Date

    Data:

    Date Amount
    01-Jan-11 1200
    08-Mar-11 1000
    05-Jun-11 1200
    17-Mar-11 1500
    30-Jun-11 1600

    Kind Regards,
    Krunal Patel

  15. Hui... says:

    @Krunal
    The average is (1200+1000+1200+1500+1600)/5 = 1300
    When you say weighted average what other measure are you measuring against?
    Typically you will have say a Weight, Mass,Volume or Time which your measure applies to
    If I sort your data by date
    `1-Jan-11 1,200 66.0
    8-Mar-11 1,000 9.0
    17-Mar-11 1,500 80.0
    5-Jun-11 1,200 25.0
    30-Jun-11 1,600

    Total 238,200 180.0
    W.Ave 1,323.3 `

    In the above the 1200 units has lasted 66 days
    the 1000 units 9 days
    If I sumproduct the Qty and the days
    I get 238,200
    This doesn't include the 1600 units
    I then divide the 238,200 units
    by total days =180 to get 1,323 units per day

    Hope that helps

  16. Krunal Patel says:

    Hi Hui,

    Thanks for your reply.

    I understand the concept but I dont understand why last date is not included. Instead it should have more weighted as compared to other.

    Krunal

  17. Hui... says:

    @Krunal
    I have assumed that the 1200 units on 1 Jan applies from 1 Jan until the next period 8 Mar
    If it is the other way around where data applies retrospectively, then your right except that we would leave out the Jan 1 result, see below
    eg:
    1-Jan-11 1,200 -
    8-Mar-11 1,000 66
    17-Mar-11 1,500 9
    5-Jun-11 1,200 80
    30-Jun-11 1,600 25
    .
    Total 1,197 180

    .
    As I originally said weighting requires a second variable
    Look at the fat content of Milk
    it is expressed as %
    So if you have 1000 litres at 5% and 4000 litres at 10%
    in total you have 5000 litres at a weighted average of 9% (1000x5 + 4000*10)/5000
    .
    So in your case I have made assumptions about the usage of your product as you haven't supplied much data
    If my assumptions are wrong let me know

  18. RAJU says:

    Run hr Produ prod/hr
    1425.5 431380 302.61
    873 290894 333.21
    604 232249 384.51

    If I take average of individual row, I find a prod/hr figure which is given in last column above. And while taking average of prod/hr, means (302.61+333.21+384.51/3), I find an average value 340.11.

    And if I take sum of run hour (1425.5+873+604) and sum of produ (431380+290894+232249) and divide produ sum by run hour sum then I find a different average that is 328.8

    Why this difference in average value though in totality it looks same?

    May some one help me, pls.

    Regards
    Raju

    328.86

  19. Hui... says:

    @Raju
    You cannot simply average the averages, because as you see each input has a different weighting. Your 604 hrs they worked very hard and in the 1425 hrs they slowed down.
    What you've done by summing the Production and dividing by the sum of the hrs is correct

  20. Brad says:

    Hi. I have a series of prices, and I'm trying to develop a formula which gives me a projected price... So for example:
    Prices (Earliest to Most Recent)
    2.50
    2.90
    3.50
    4.30
    5.00
    ?.??

    I want to see what the price is likely to be in the cell ?.??, and I want the most recent price to be more relevant than the earlier prices... so in this example, I imagine the value would be something around $6.30... the difference between the prices being .40, .60, .80, 1.00...

    I really only need the results in one cell, taking into account something like a 5 day moving weighted average (if such a thing exists). I'm essentially trying to see if the price is trending upwards, estimating the price based on more recent sales data and working out if the difference between most recent price ($5.00) and projected price (?.??) is more than 5%.

  21. James Calvo says:

    Hi, i need some help creating a weight average for some account under me. we have 3 product lines (growing to 5 soon). I need to create a formula that shows a weight average to rank the account 1-50.
    so product 1 goal is 50 product 2 goal is 3 and product 3 goal is 3. i would weight these based on importance at 80% product 1, 15% product 2 and 5% product 3. so how would i write this formula since averaging the 3 is not the correct way.
    so here is a small example
    Acct Name prdt 1 actual prdt 1 goal prdt1 % to goal
    acct 1 25 50 50%
    prdt 2 actual prdt 2 goal prdt2 % to goal
    acct 1 1 3 33%
    prdt 3 actual prdt 3 goal prdt3 % to goal
    acct 1 1 3 33%

    so the average % of the products is 38% thats not what i need i need the weighted average by acct on all three products using the weights 80, 15 and 5. Please help.

    James

  22. Hui... says:

    @James
    .
    Actual
    =25*0.80 + 1*0.15 + 1*0.05
    =20.2
    .
    Goal
    =50*0.80 + 3*0.15 + 3*0.05
    =40.6

  23. Ryan says:

    Hi there, I'm trying to calculate a weighted average in Excel of products that are not in adjacent cells but cannot figure it out. For cells adjacent to each other I use sumproduct but can't find info on how to do it if the cells I need a weighted avg for are not next to each other.

    IE
    100,000(cell A1) units at $5 (cell B1)
    150,000 (cell A5) units at $6 (cell B5)

    Help!

  24. Hui... says:

    You can use
    =SUMPRODUCT(A1:A5,B1:B5)/SUM(A1:A5)

    or
    =(A1*B1+A5*B5)/(A1+A5)

    or
    =SUMPRODUCT((MOD(ROW(A1:A5),4)=1)*(A1:A5)*(B1:B5))/SUMPRODUCT((MOD(ROW(A1:A5),4)=1)*(A1:A5))

    or
    =SUMPRODUCT((MOD(ROW(A1:A5),4)=1)*(A1:A5)*(B1:B5))/SUM((MOD(ROW(A1:A5),4)=1)*(A1:A5)) Ctrl Shift Enter
    (I've been waiting a while to use those techniques again)

    refer: http://chandoo.org/forums/topic/i-need-idea-on-a-simpler-formula

  25. Help Please says:

    I am trying to find teh weighted average score for a particular student name Dennis, Gina. How can I obtain this using the sumproduct formula if it's on 3 separate rows?

    Agent Name ACD Calls Avg ACD Avg ACW Avg Hold AHT

    Francis, Luis 951 139 29 13 180
    Malave, Luz 910 143 28 86 256
    Dennis, Gina 920 550 290 750 1590
    Dennis, Gina 920 165 33 62 260
    Sawyer, Curvin 1,536 236 4 60 299
    Dennis, Gina 1,267 198 32 77 306

  26. Hui... says:

    @Help Please
    Assuming your data is in A1:G7
    Try this for Column B:
    =SUMPRODUCT((A2:A7="Dennis, Gina")*(B2:B7))/COUNTIFS(A2:A7,"Dennis, Gina")

    Adjust for other columns

  27. ann says:

    need help...i have a table that shows attach rates of each segment by quarter. i need to find the weighted avg of the last 4 qtrs

    for example: segment 1 in qtr 1 is 60%, qtr 2 at 63%, qtr 3 at 48% and qtr 4 at 43%

  28. Hui... says:

    @Ann
    =Sum(range of the last 4 qtrs)/4

  29. Needing help! says:

    Hi. I'm having trouble finding the weighted average for the % of influence (which is related to the rated level). I need to find out what the weighted average % inluence is (the % column) and then to use that % to calculate the $ of the influenced spend overall. HELP

    Spend A Level % Spend B Level % Total$(M)
    $99,660,078.50 0 0% $3,886,439.82 1 15% $300
    $393,235.39 3 100% $465,897.47 2 50% $ 4

  30. jess says:

    In the First Semester Scores worksheet, in cell F17, enter a formula to calculate the weighted average of the first student’s four exams. The formula in cell F17 should use absolute references to the weights found in the range C8:C11, matching each weight with the corresponding exam score. Use Auto Fill to copy the formula in cell F17 into the range F18:F52.

    Student Score Top Ten Overall Scores
    Student ID Exam 1 Exam 2 Exam 3 Final Exam Overall
    390-120-2 100.0 83.0 79.0 72.0
    390-267-4 84.0 91.0 94.0 80.0
    390-299-8 55.0 56.0 47.0 65.0
    390-354-3 95.0 91.0 93.0 94.0
    390-423-5 83.0 82.0 76.0 77.0
    390-433-8 52.0 66.0 61.0 53.0
    390-452-0 85.0 94.0 94.0 91.0
    390-485-7 89.0 78.0 80.0 87.0
    390-648-6 92.0 87.0 89.0 97.0
    390-699-6 74.0 75.0 47.0 64.0
    391-260-8 96.0 82.0 91.0 96.0
    391-273-8 69.0 74.0 81.0 74.0
    391-315-1 87.0 89.0 70.0 82.0
    391-373-1 100.0 94.0 86.0 93.0
    391-383-6 93.0 90.0 95.0 80.0
    391-500-8 78.0 89.0 81.0 88.0
    391-642-7 74.0 81.0 83.0 86.0
    391-865-0 88.0 71.0 84.0 81.0
    391-926-7 94.0 90.0 97.0 97.0
    391-928-5 83.0 71.0 62.0 87.0
    392-248-7 72.0 70.0 88.0 77.0
    392-302-1 83.0 76.0 81.0 80.0
    392-363-7 89.0 72.0 77.0 73.0
    392-475-2 100.0 96.0 90.0 99.0
    392-539-3 95.0 96.0 91.0 85.0
    392-709-8 72.0 49.0 60.0 51.0
    392-798-4 82.0 61.0 70.0 61.0
    392-834-1 82.0 71.0 64.0 70.0
    393-181-6 76.0 69.0 58.0 70.0
    393-254-4 90.0 76.0 91.0 71.0
    393-287-6 84.0 85.0 66.0 74.0
    393-332-3 96.0 88.0 94.0 93.0
    393-411-8 80.0 74.0 75.0 82.0
    393-440-4 86.0 85.0 85.0 82.0
    393-552-0 100.0 96.0 87.0 94.0
    393-792-5 78.0 60.0 87.0 70.0
    py the formula in cell F17 into the range F18:F52.

  31. Amy says:

    You rock! Thanks so much for this weighted average calcuation/formulas. They are dead on.

  32. R.Williams says:

    Hi, I am not sure if this falls under weighted average or how to figure this..
    I have different payment terms for different vendors and am trying to figure out how to figure my average payment terms on a montly basis.
    25 days = 5% of spend
    30 days = 60% of spend
    45 days = 20% of spend
    60 days = 15% of spend.
    Can you advise? Thanks!!

  33. Danielle says:

    I have to compute weighted average for students exam scores. Let's say there are 5 exams.
    But some of the students have only 3 or 4 exam scores... How can I do that?

  34. Hi,

    I was looking for a payroll dashboard.

    Do you have one?

  35. Khalid says:

    useful, but please change the $330k to $303k in the text

    best

  36. Great article! Very helpful example of weighted averages. Now to apply this to my ranking formula...

  37. Manu says:

    Hi, i have a typical problem where i have around 15 transactions which have different AHT's for each of the transaction. I would like to know what will be the weighted average of all these AHT & Transactions, can u pls help me out

    Transaction Type AHT Per Day Tran
    120 Sec Trans 120 3
    180 Sec Trans 180 87
    208 Sec Trans 208 2954
    240 Sec Trans 240 354
    293 Sec Trans 293 4
    300 Sec Trans 300 79
    120 Sec Trans 322 2464
    380 Sec Trans 380 19
    381 Sec Trans 381 229
    120 Sec Trans 396 182
    401 Sec Trans 401 655
    480 Sec Trans 480 49
    540 Sec Trans 540 33
    987 Sec Trans 987 251
    1080 Sec Trans 1080 47

    • Hui... says:

      @Manu

      Assuming your data is in Columns A1:D16
      try the following:

      Weighted Ave. AHT per Day
      =SUMPRODUCT(A2:A16,C2:C16)/SUM(A2:A16)

      Weighted Ave. Tran
      =SUMPRODUCT(A2:A16,D2:D16)/SUM(A2:A16)

      • Manu says:

        Thanks Mr. Huitson, however need one clarity as to what should be the values in cells D2 to D16 ?
        As in my earlier query, i have given the Transaction AHT in Column 'B' and daily average volume in Column 'C'


        Please help

  38. Himanshu says:

    COLOR DIFF :
     
    CLARITY DIFF:
    CUT DIFF:
     
    POLISH DIFF:
    SYM DIFF:

    53.14%
    SAME
    65.22%
    SAME
    84.06%
    SAME
    48.79%
    SAME
    66.18%
    SAME

    24.64%
    1 BETTER
    28.02%
    1 BETTER
    7.25%
    1 BETTER
    48.79%
    1 BETTER
    26.57%
    1 BETTER

    15.94%
    1 WEAK
    5.80%
    1 WAEK
    8.70%
    1 WEAK
    2.42%
    1 WEAK
    7.25%
    1 WEAK

    4.83%
    2 BETTER
    0.48%
    2 BETTER
     
     
     
     
     
     

    1.45%
    2 WEAK
    0.48%
    2 WEAK
    hie how can i get overall average formula ols reply me as soon as possible
     
     
     
     
     

    • Hui... says:

      @Himanshu

      Can you please post the file as this is difficult to understand

      • Manu says:

        below is the snapshot as am unable to upload the excel
        AHT is the time consumed for each of the transaction and the next figure is the daily count of transactions

        (120 seconds, 3 transactions per day
        180 seconds, 87 transactions per day    
        208 seconds, 2954 transactions per day)

        AHT Per_Day_Tran
        120 3
        180 87
        208 2954
        240 354
        293 4
        300 79
        322 2464
        380 19
        381 229
        396 182
        401 655
        480 49
        540 33
        987 251
        1080 47  

          

  39. Mahesh says:

    HI Chandoo,

    I am wondering if I can use any function in excel to help me make a better purchase decision.....

    for example, if I am looking for a product (say, a laptop computer) and I go on a shopping website and I find out following information.
    1. Model number
    2. number of reviews
    3. actual review rating (out of 10)

    Now, there may a case when one person rated product A 10 our of 10 Vs 100 people rated another product B 9 out of 10. Obviously, I am safer with going for Product B, but how can excel be of help? 

    To make it more complex, if there were attributes of user ratings(like ease of use, durable, design etc), how to see this complex picture as top ranking of 1 , 2 and 3?

    Just was wondering.....................

    thanks in advance.............. 

    • Hui... says:

      @Mahesh

      Typically you will setup a number of criteria and then rank each criteria from say 1 to 10

      Add up the criteria

      and then examine the results

      You may want to give some criteria differing importance and this can be done by giving such criteria a score of between 1 and 20 etc

      You need to be careful about weighting scores on the number of responses

       

  40. ouz says:

    hello. i would like to know how can i use weighted average for statistical data analysis. i`ve collected data by using a likert scale type. number from 0 to 5

  41. ouz says:

    1
    2
    3
    4
    5

    3
    1
    0
    10
    7

    0
    0
    9
    7
    0

    2
    0
    8
    5
    2

    0
    0
    0
    11
    9

    0
    4
    4
    8
    5

    • Hui... says:

      @Ouz

      Can you maybe post a sample file with some field headers

      I assume the 1st 1-5 are the question No's

      But why are there values > 5?

       

      I thought you would layout the data as:

       

      1 3 0 2 0 0
      2 1 0 0 0 4
      3 0 9 8 0 4
      4 10 7 5 11 8
      5 7 0 2 9 5

      Also what is the weighting factor in your data ?

  42. Victoria says:

    Thank you so much for this. It was extremely helpful and just what I needed today to calculate the weighted average of some data.

  43. Jeff says:

    I am trying to create a weighted average for a series of tests with some testing readministered on a second date. Not all tests are administered on each testing. The workaround I have been using is to use a second matrix with an if function, but I am curious if there is a more elegant solution. Sample data is below:

    Weight    Test 1      Test 2
    10           90             105
    25                            85
    20          100            100
    avg          95             96.7
    weighted   96.7          94

    Using the SUMPRODUCT/SUM described without the matrix incorrectly yields a weighted average of 52.7 since the second test counts as a zero. Is there an easy way to get Excel to ignore particular cells if they are left blank (i.e. test was not administered rather than score was 0) while using the weighted average function described here? Thanks for your help.

  44. 4th grade teacher says:

    I am working on a spreadsheet that I input scores from a test.  Some questions are 1 point and others are .5 points.  My problem is that when I go to average these cells the percentage is off.  I get 68.2% when the scores needs to be 81.25%.  So the test is out of 8 points total and there is 6 problems that are 1 point and 6 problems worth 0.5 points.  How do I get it to give me a correct average?
    Sincerely,
    Desperate Teacher 

  45. Fred says:

    OK, so I have to come up with an average. I have 35 surveys with a 92% satisfaction and 9 with a 100% satisfaction. How do I write a formula to show me the average of all 44 surveys?

  46. Frustrated Analyst!! says:

    Hello - I am trying to find the average number of days it takes to complete a task. An example of my data is:
    Column one=
    0 days
    1
    2
    3
    4
    Column 2 =
    23
    9
    55
    1088
    1030
     
    So I need the zero to be counted to represent the tasks that were done on the same day they were started... I cannot figure it out!! Please help!

    • Hui... says:

      Frustrated Analyst!!
      Isn't it simply
      =(23+9+55+1088+1030)/5
      =441 things per day
      So it really depends on the speed at what your doing things
       
      If you have to make 2205 things
      it will take 2 days at 1088 per day
      but several weeks at 9 per day
       

  47. Head Scratcher says:

    Hi--I think my problem could be solved by a combination of lookup and sumproduct but I cannot figure it out.  I have a group of different omelettes and a few of those omelettes roll up to a more general group (i.e., NY, PA, and NC Omelettes roll into East Coast).  I need to do a weighted average of NY/PA/NC Omelettes for East Coast.  I need the formula to first look into the Level column.  If 1, find the price in the data sheet.  If 2, go to column A and find OMEL in this case, find all the rows that have OMEL (however many rows) in the Code column, and do a sumproduct with the Category Mix % and Avg Price for those rows and put the weighted average in the cell.  Thanks so much!

     
    A
    B
    C
    D
    E
    F

    1
    Item #
    Omelettes
    Level
    Code
    Category Mix
    Avg Price

    2
    256
    Colorado Omelette
    1
     
    25.0%
    $6.80

    3
    378
    LA Omelette
    1
     
    15.0%
    $6.20

    4
    OMEL
    East Coast Omelettes
    2
     
    30.0%
    $X.XX

    5
    123
       NY Omelette
    1
    OMEL
    60.0%
    $4.50

    6
    124 
       PA Omelette
    1
    OMEL
    15.0%
    $6.70

    7
    125
       NC Omelette
    1
    OMEL
    25.0%
    $3.90

    8
    657
    Texas Omelette
    1
     
    10.0%
    $8.60

    9
    864
    Arizona Omelette
    1
     
    5.0%
    $7.30

    10
    395
    Ohio Omelette
    1
     
    15.0%
    $5.50

    • Head Scratcher says:

      Hope this table is more understandable:
      Item #   Omelettes           Level   Code   Category Mix  Avg Price
      256        CO Omel              1                    25%             $6.80
      378        LA Omel               1                    15%             $6.20
      OMEL      East Coast Omel    2                    30%             $X.XX
      123           NY Omel             1       OMEL      60%            $4.50
      124           PA Omel             1       OMEL      15%            $6.70
      125           NC Omel             1       OMEL      25%            $3.90
      657       TX Omel                 1                     10%            $8.60
      864       AZ Omel                 1                     5%              $7.30
      395       OH Omel                1                      15%            $5.50

  48. Not Your Average Analyst says:

    Hello - I am trying to figure out how to  create an average line on a graph. When I try to create it, the line always ends at the correct average but begins at zero. How do I make an automated average line that is completely vertical | ?
     
    Thank you!

  49. Happy Healer says:

    HUI: Hello, I use wtd grades for student grading. I was wonndering if there is a way to determine a students grade at a certain date along the program. For example, say Alex is mid way through the course and at this point, 60% of the total points for the course could be achieved. Using the template I have created, it gives me a skewed result for grades up until the final score is entered at the end of the course. For example, if Alex has recieved 90% on test A, 87% on test B, 94% on test C, but test D and E have yet to be administered. The 5 tests are worth a total of 100% of the overall grade, but since 2 tests have no scores available, the weighted grade percent will not reflect his actual grade at this moment. How do I use excel to calculate that? Thanks!

    • Hui... says:

      @Happy Healer
      As you aren't weighting the individual tests,
      Wouldn't it simply be the average of his scores to date?
      =Average(90, 87, 94)
      =90.33

      ps: Sorry for the delay, I was traveling in April and obviously missed the post

  50. Saw-Fro says:

    Hi all,

    Quick question.

    What if some of the values are negative values, does the formula still work?

    Thanks,

    SF

    • Hui... says:

      @Saw-Fro

      Yes, Negatives don't affect the answer except that they reduce the average

      100 0.1
      200 0.2
      300 0.3
      400 0.2
      500 0.2
      Ave (weighted) 320

      100 0.1
      200 0.2
      -300 0.3
      400 0.2
      500 0.2
      Ave (weighted) 140

  51. Saw-Fro says:

    thanks for your prompt reply - I figured out what was wrong about it. The negative values were not negative initially - I made them using a custom number formula hence why I thought the formula was not working. After making each value negative manually it worked.

    Thanks!!

  52. Paycheck Easy says:

    It's really a great and helpful piece of info. I am satisfied that you shared this helpful info with us. Please stay us up to date like this. Thanks for sharing.

  53. NM says:

    SEPT '12 SEPT '13
    A 102 85
    B 970 1,004
    C 380 307
    D 33 27
    Grand Total 1,452 1,396

    Hello,
    can you help me calculate the weighted average between these two time period

  54. NM says:

    2013 2012 Delta Weighted Change
    Site A 1003 966 +3.8% 2.6%
    Site B 307 380 -19.2% -5.0%
    Site C 85 102 -16.7% 1.2%
    Total 1,395 1,448 -3.7% -3.7%

    Here is an example: with the weighted change previously calculated. Now I am trying to determine how to calculate the weighted change with these new figures below. My guess is Sept 13 should be the weighted field..

    SEPT ’12 SEPT ’13
    A 102 85
    B 970 1,004
    C 380 307
    D 33 27
    Total 1,452 1,396

    • Hui... says:

      @NM

      I understand the Delta
      But have no idea how Weighted was calculated

      Typically when doing weighted averages, you have a second or more fields which are the weighting fields

  55. bageshri says:

    Hi,

    I intend to design a excel based rating system . How do i dervie a rating based on a) Target % b) Goal weightage.
    Note- rating 1 ( best) , rating 5 (worst)
    Goal weightage on scale of 1 to 5.

  56. Sameerah Drinkard says:

    Weighted grade
    48.07/70
    68.94 what grade is that?

  57. J Scott says:

    Chandoo,

    Once again you have guided me along the path of correctness. Thanks for the help!

  58. Tarun says:

    Hi Chandoo, in your example you have average salary of a department and you are trying to calculate average salary of an employee. for that you need to know "actual total salary" of each department and then use that in the weighted average formula, you have used avg. salary of the department instead. isn't this wrong ?

  59. JB says:

    Very cool site.

    Need help calculating weighted average yield on assets.

    I have a spreadsheet with over 200,000 rows with assets totaling over $2.5 billion. Each row has about 120 columns with different stats for each loan. One of the columns is "asset amount" ($) and the other is "yield" (%).

    I am using SUMIFS to filter the assets based on certain criteria (about 20 unique items), which generates a total dollar amount of assets out of the $2.5 billion that are in the entire spreadsheet.

    I need to calculate the weighted average yield only on the filtered assets (which total well below the $2.5 billion). How can I create the weights for the resulting assets since the denominator changes every time I change the filters?

    Thanks.

  60. Claudia says:

    Thanks for this, i found it very useful.

    I'm having problems finding a weighted average when dealing with time spent in a task, because each entry has its own time...
    I don't know if I'm being clear on this, english is not my mother language, sorry.

    For exemple:
    I have 500 tasks, divided in 5 categories. But the time spent is always diferent (5m, 4m59, 5m05, 4m48, etc.), so I'm not able to group them in quantities for each category.

    Can anyone help me?

  61. Osama Masood Khan says:

    Hello Chandoo,

    I have company attendance data of employees in the following form which extract it from MS SharePoint 2010. I need to know that extract data is in the form of decimal value for e.g. clock in time is like 9.34 so do I consider it 9:31 AM, if not how to convert it in a time value.

    Name Clock In Clock Out Status Time Spent
    XYZ 9.16 20.30 Present 11.14

    I need to calculate team attendance averages but some employees come late or even late which I think disturbs my average.

  62. Kian says:

    I have 60k+ of Sumproduct and it really slow in my recalculation. I read from your website too, 75-excel-speeding-up-tips. That I need to change my formula from Sumproduct to Sumif.

    Do you mind show some light? Having trouble to find in the criteria.

  63. Charmaine says:

    How would you calculate the WEIGHTED MEDIAN of a data set that is presented as values and frequencies. The values are 1 to 5 of a likert scale.

  64. Kevin says:

    How would I use this formula in a whole column, while keeping the same row of numbers for the sum? Here's an example:

    =SUMPRODUCT(AC3:AO3, AC1:AO1)/SUM(AC1:AO1)

    So I'd want to use this formula for different data in each row I have, but keep the weighted data "AC1:AO1" the same for each row. So the next row would have the formula:

    =SUMPRODUCT(AC4:AO4, AC1:AO1)/SUM(AC1:AO1)

    and so on. When I click and drag the formula to apply it to the whole column, I instead get this for the next row:

    =SUMPRODUCT(AC4:AO4, AC2:AO2)/SUM(AC2:AO2)

    Is there a way to keep the AC1:AO1 part of the formula the same.

    Thank you so much for looking into this!

  65. […] Weighted Average in Excel – Formulas to Calculate Weighted … – Learn how to calculate weighted averages in excel using formulas. In this article we will learn what a weighted average is and how to Excel’s SUMPRODUCT formula […]

  66. sb says:

    Looking for a running total in Excel with weights.

    Assigned and Completed [weight*score]: .4*100 + .2*80 + .1*90
    Not Assigned Yet [weight]: .3

    How to get Excel to ignore Not Assigned Yet ?

  67. Aveek Bose says:

    I have a question. I am trying to calculate in a weighted average method where the value for corresponding weights is both in figure and percentage. How do i calculate the same if I do not have the total value from which i can convert the percentage into integers.

  68. Malyne says:

    I have Scores, Weight, Goal in my excel but I was wondering how to get the actual percentage. Can someone help me?

    • Hui... says:

      @Malyne

      When you talk Percentage are you refering to percentage of the start weight, target weight or Percentage of the weight to be lost?

      Can you post your question at the Chandoo.org Forums?
      http://forum.chandoo.org/

      Please attach a sample file to receive a more targeted response

  69. Sherrie says:

    Hello,

    I have multiple tasks that I am measuring. I have the # of tasks that can be completed in 1 hour. I want to weight the tasks so that all are measured fairly.

    Currently employees working the fast/easier tasks can process more per hour than those working slow/easier tasks and are achieving a higher tasks/hour rating.

    How do I determined be the weights?

    How do I apply the weights to the actual tasks each employee completes?

  70. KVM says:

    I am trying to calculate the variance between budget to actual for various departments so I can get a per unit. I was trying to use weighted average. At the end, I need to end up with a variance per unit$. How do I do it? here's the sample data:
    Division Actual $ Actual Units Budget $ Budget Units
    Division Actual $ Actual Units Budget $ Budget Units
    1 $319,652 52,880 $294,416 57,124
    2 $2,207,091 166,255 $2,267,253 173,708
    3 $944,691 16,827 $881,216 17,321
    $73,388 2,115 $87,738 2,512
    $3,544,823 238,078 $3,530,623 250,665

    Total variance per unit FOR ALL DIVISIONS

  71. Tacticlight 360 Review says:

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  72. Carlos says:

    I use sumproduct to analyze training evaluations. Participants submit their evaluation of training content, process, and trainer(s) via Qualtrics. The downloaded CSV file needs a lot of manipulation to get question averages, overall average for the training, and overall average for the trainer. Sumproducts makes the calculation SO MUCH EASIER!

  73. Al says:

    Thank you for sharing the formula for "Weighted Average with Extra Conditions."
    Please give examples of the following:
    1. Weighted Average with 2 Conditions from the same column
    2. Weighted Average with 2 Conditions from different columns

    Thank you for sharing your expertise.

  74. Wasim Mahmud says:

    This is a great explanation of weighted averages in Excel! The step-by-step breakdown makes it easy to follow, and the formula examples are helpful. I appreciate the practical approach—a time-saver for complex calculations. Thanks for sharing this valuable insight!

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