Conversion Rate Prediction
Quach, Hoa
September 10, 2016
Conversion Rate
Optimizing conversion rate is likely the most common work of a data scientist, and rightfully so.
The data revolution has a lot to do with the fact that now we are able to collect all sorts of data about people who buy something on our site as well as people who don’t. This gives us a tremendous opportunity to understand what’s working well (and potentially scale it even further) and what’s not working well (and fix it).
The goal of this project is to build a model that predicts conversion rate and, based on the model, come up with ideas to improve revenue.
Description
We have data about users who hit our site: whether they converted or not as well as some of their characteristics such as their country, the marketing channel, their age, whether they are repeat users and the number of pages visited during that session (as a proxy for site activity/time spent on site).
Your project is to:
- Predict conversion rate
- Come up with recommendations for the product team and the marketing team to improve conversion rate
Data
The table is “conversion_data”. It has information about signed-in users during one session. Each row is a user session.
Columns:
- country : user country based on the IP address
- age : user age. Self-reported at sign-in step
- new_user : whether the user created the account during this session or had already an account and simply came back to the site
- source : marketing channel source
- Ads: came to the site by clicking on an advertisement
- Seo: came to the site by clicking on search results
- Direct: came to the site by directly typing the URL on the browser
- total_pages_visited: number of total pages visited during the session. This is a proxy for
- time spent on site and engagement during the session.
- converted: this is our label. 1 means they converted within the session, 0 means they left without buying anything. The company goal is to increase conversion rate: # conversions / total sessions.
## Loading required package: dplyr##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
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## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union## Loading required package: rpart## Loading required package: ggplot2## Loading required package: randomForest## randomForest 4.6-12## Type rfNews() to see new features/changes/bug fixes.##
## Attaching package: 'randomForest'## The following object is masked from 'package:ggplot2':
##
## margin## The following object is masked from 'package:dplyr':
##
## combineLet’s go ahead and examine the structure of the data file.
## 'data.frame': 316200 obs. of 6 variables:
## $ country : Factor w/ 4 levels "China","Germany",..: 3 4 4 1 4 4 1 4 3 4 ...
## $ age : int 25 23 28 39 30 31 27 23 29 25 ...
## $ new_user : int 1 1 1 1 1 0 1 0 0 0 ...
## $ source : Factor w/ 3 levels "Ads","Direct",..: 1 3 3 3 3 3 3 1 2 1 ...
## $ total_pages_visited: int 1 5 4 5 6 1 4 4 4 2 ...
## $ converted : int 0 0 0 0 0 0 0 0 0 0 ...As you can see from above, we have 316,200 observations and 6 variables. It appears that variables country and source are categorical, age total pages visited are continuous, and converted and new user are binary variables. Our target y response variable would be ‘converted’.
Now, let’s examine the first ten observations and brief summary from our data.
## country age new_user source total_pages_visited converted
## 1 UK 25 1 Ads 1 0
## 2 US 23 1 Seo 5 0
## 3 US 28 1 Seo 4 0
## 4 China 39 1 Seo 5 0
## 5 US 30 1 Seo 6 0
## 6 US 31 0 Seo 1 0## country age new_user source
## China : 76602 Min. : 17.00 Min. :0.0000 Ads : 88740
## Germany: 13056 1st Qu.: 24.00 1st Qu.:0.0000 Direct: 72420
## UK : 48450 Median : 30.00 Median :1.0000 Seo :155040
## US :178092 Mean : 30.57 Mean :0.6855
## 3rd Qu.: 36.00 3rd Qu.:1.0000
## Max. :123.00 Max. :1.0000
## total_pages_visited converted
## Min. : 1.000 Min. :0.00000
## 1st Qu.: 2.000 1st Qu.:0.00000
## Median : 4.000 Median :0.00000
## Mean : 4.873 Mean :0.03226
## 3rd Qu.: 7.000 3rd Qu.:0.00000
## Max. :29.000 Max. :1.00000A few quick observations:
- the site is probably a US site, although it does have a large Chinese user base as well
- user base is pretty young
- conversion rate at around 3% is industry standard. It makes sense.
- everything seems to make sense here except for max age 123 yrs! Let’s investigate it:
## [1] 123 111 79 77 73 72 70 69 68 67 66 65 64 63 62 61 60
## [18] 59 58 57 56 55 54 53 52 51 50 49 48 47 46 45 44 43
## [35] 42 41 40 39 38 37 36 35 34 33 32 31 30 29 28 27 26
## [52] 25 24 23 22 21 20 19 18 17Those 123 and 111 values seem unrealistic. How many users are we talking about:
## country age new_user source total_pages_visited converted
## 90929 Germany 123 0 Seo 15 1
## 295582 UK 111 0 Ads 10 1It is just 2 users! In this case, we can remove them, nothing will change. In general, depending on the problem, you can:
- remove the entire row saying you don’t trust the data
- treat those values as NAs
- if there is a pattern, try to figure out what went wrong.
In doubt, always go with removing the row. It is the safest choice.
You probably also want to emphasize in the text that wrong data is worrisome and can be an indicator of some bug in the logging code. Therefore, you’d like to talk to the software engineer who implemented the code to see if, perhaps, there are some bugs which affect the data significantly. Anyway, here is probably just users who put wrong data. So let’s remove them:
## country age new_user source total_pages_visited converted
## 1 UK 25 1 Ads 1 0
## 2 US 23 1 Seo 5 0
## 3 US 28 1 Seo 4 0
## 4 China 39 1 Seo 5 0
## 5 US 30 1 Seo 6 0
## 6 US 31 0 Seo 1 0
## 7 China 27 1 Seo 4 0
## 8 US 23 0 Ads 4 0
## 9 UK 29 0 Direct 4 0
## 10 US 25 0 Ads 2 0
## 11 US 38 0 Seo 1 0
## 12 US 43 1 Direct 8 0
## 13 China 31 0 Seo 6 0
## 14 UK 23 1 Direct 7 0
## 15 China 27 1 Ads 3 0
## 16 US 24 1 Seo 4 0
## 17 US 39 0 Seo 3 0
## 18 China 36 0 Direct 9 0
## 19 China 37 0 Ads 6 0
## 20 US 27 1 Ads 7 0
## 21 US 33 1 Ads 9 0
## 22 UK 20 1 Ads 1 0
## 23 UK 27 0 Direct 4 0
## 24 US 37 1 Direct 6 0
## 25 China 25 0 Seo 3 0
## 26 US 35 1 Seo 14 0
## 27 US 24 1 Seo 3 0
## 28 China 39 1 Direct 7 0
## 29 Germany 17 0 Seo 1 0
## 30 US 36 1 Direct 10 0
## 31 US 37 1 Ads 2 0
## 32 China 35 1 Ads 2 0
## 33 China 50 1 Seo 6 0
## 34 China 22 1 Seo 8 0
## 35 US 23 1 Seo 2 0
## 36 US 33 0 Seo 11 0
## 37 US 38 0 Seo 5 0
## 38 China 35 0 Seo 7 0
## 39 China 37 1 Ads 8 0
## 40 UK 18 1 Ads 14 0
## 41 US 17 0 Seo 1 0
## 42 US 27 1 Seo 7 0
## 43 China 30 0 Seo 1 0
## 44 US 29 0 Ads 5 0
## 45 China 34 1 Direct 4 0
## 46 US 27 1 Seo 8 0
## 47 US 34 0 Direct 5 0
## 48 China 19 1 Direct 2 0
## 49 US 22 1 Ads 3 0
## 50 US 31 1 Direct 2 0
## 51 US 29 1 Direct 2 0
## 52 US 42 1 Ads 7 0
## 53 China 32 0 Seo 3 0
## 54 US 17 1 Seo 7 0
## 55 US 25 1 Direct 18 1
## 56 UK 38 1 Direct 8 0
## 57 China 39 1 Seo 6 0
## 58 Germany 34 1 Ads 9 0
## 59 UK 21 1 Ads 1 0
## 60 US 33 1 Seo 4 0
## 61 US 32 0 Ads 3 0
## 62 China 39 0 Seo 4 0
## 63 US 43 1 Ads 1 0
## 64 US 30 0 Seo 6 0
## 65 China 48 0 Seo 1 0
## 66 US 27 0 Ads 7 0
## 67 US 39 1 Seo 5 0
## 68 US 40 0 Seo 4 0
## 69 US 22 1 Seo 1 0
## 70 China 33 0 Direct 5 0
## 71 US 19 1 Ads 3 0
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## 74 US 27 1 Seo 1 0
## 75 China 27 0 Seo 3 0
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## 82 US 27 0 Seo 7 0
## 83 US 18 0 Seo 6 0
## 84 US 25 1 Ads 5 0
## 85 China 41 0 Seo 4 0
## 86 US 30 0 Seo 5 0
## 87 Germany 32 1 Direct 2 0
## 88 US 18 0 Direct 19 1
## 89 US 28 1 Seo 4 0
## 90 US 25 1 Ads 5 0
## 91 US 29 1 Direct 1 0
## 92 China 40 0 Seo 1 0
## 93 Germany 19 1 Direct 5 0
## 94 Germany 34 0 Seo 4 0
## 95 China 24 1 Seo 5 0
## 96 US 26 1 Seo 4 0
## 97 US 20 1 Seo 3 0
## 98 US 31 1 Seo 11 0
## 99 US 27 1 Seo 2 0
## 100 US 30 0 Seo 2 0
## 101 US 20 0 Seo 2 0
## 102 China 18 1 Ads 3 0
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## 105 US 33 1 Seo 1 0
## 106 China 33 1 Ads 2 0
## 107 US 22 0 Direct 9 0
## 108 UK 23 0 Seo 4 0
## 109 US 33 1 Direct 3 0
## 110 UK 34 1 Ads 2 0
## 111 US 29 0 Ads 5 0
## 112 US 19 1 Ads 7 0
## 113 US 37 0 Direct 4 0
## 114 US 30 1 Ads 11 0
## 115 China 33 0 Seo 4 0
## 116 China 30 1 Seo 7 0
## 117 China 20 1 Ads 6 0
## 118 US 26 0 Seo 3 0
## 119 Germany 24 1 Ads 5 0
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## 121 Germany 20 1 Seo 3 0
## 122 US 24 0 Direct 6 0
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## 124 US 27 1 Ads 2 0
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## 130 China 22 1 Ads 4 0
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## 132 China 22 0 Seo 4 0
## 133 China 27 1 Ads 8 0
## 134 UK 25 1 Seo 3 0
## 135 US 30 1 Direct 7 0
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## 137 US 35 1 Ads 9 0
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## 146 US 35 0 Ads 2 0
## 147 Germany 28 0 Seo 8 0
## 148 China 27 1 Ads 5 0
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## 16578 US 22 1 Seo 5 0
## 16579 UK 23 0 Ads 1 0
## 16580 US 27 1 Direct 2 0
## 16581 US 21 1 Direct 8 0
## 16582 China 30 0 Seo 3 0
## 16583 China 43 1 Seo 4 0
## 16584 UK 27 0 Direct 4 0
## 16585 US 22 1 Direct 8 0
## 16586 China 23 1 Seo 10 0
## 16587 China 35 1 Direct 2 0
## 16588 US 32 1 Ads 7 0
## 16589 Germany 39 1 Seo 5 0
## 16590 US 20 1 Seo 4 0
## 16591 US 38 1 Ads 1 0
## 16592 US 19 0 Seo 7 0
## 16593 China 43 1 Ads 3 0
## 16594 US 27 1 Ads 1 0
## 16595 US 33 1 Ads 1 0
## 16596 US 25 0 Ads 4 0
## 16597 US 22 1 Direct 11 0
## 16598 UK 24 1 Seo 2 0
## 16599 US 20 1 Ads 1 0
## 16600 US 23 0 Seo 6 0
## 16601 Germany 27 0 Ads 3 0
## 16602 China 32 0 Seo 3 0
## 16603 US 38 0 Seo 6 0
## 16604 US 23 0 Ads 7 0
## 16605 US 42 1 Ads 3 0
## 16606 China 35 1 Direct 4 0
## 16607 China 22 1 Direct 5 0
## 16608 US 42 0 Seo 3 0
## 16609 China 17 1 Seo 10 0
## 16610 China 38 1 Direct 2 0
## 16611 UK 28 1 Ads 4 0
## 16612 UK 27 1 Ads 4 0
## 16613 US 33 1 Direct 7 0
## 16614 US 19 0 Ads 2 0
## 16615 US 34 1 Seo 2 0
## 16616 US 35 1 Ads 1 0
## 16617 US 33 1 Ads 5 0
## 16618 UK 25 0 Direct 4 0
## 16619 US 32 1 Ads 8 0
## 16620 UK 37 0 Ads 5 0
## 16621 US 26 0 Seo 14 1
## 16622 US 26 0 Seo 17 1
## 16623 China 45 1 Seo 3 0
## 16624 US 28 1 Direct 8 0
## 16625 China 46 0 Ads 4 0
## 16626 US 31 0 Seo 9 0
## 16627 US 24 1 Seo 4 0
## 16628 US 25 1 Direct 4 0
## 16629 China 22 0 Ads 1 0
## 16630 US 24 0 Seo 4 0
## 16631 US 29 1 Ads 8 0
## 16632 US 31 1 Seo 3 0
## 16633 US 29 1 Direct 9 0
## 16634 US 17 1 Seo 1 0
## 16635 Germany 48 1 Ads 9 0
## 16636 Germany 25 0 Seo 6 0
## 16637 China 24 1 Seo 6 0
## 16638 US 31 0 Direct 3 0
## 16639 China 39 1 Direct 5 0
## 16640 US 32 1 Seo 3 0
## 16641 China 25 1 Direct 3 0
## 16642 China 26 0 Seo 9 0
## 16643 US 17 0 Seo 3 0
## 16644 US 23 1 Direct 1 0
## 16645 UK 23 1 Direct 5 0
## 16646 US 18 1 Seo 6 0
## 16647 UK 28 1 Seo 1 0
## 16648 US 35 1 Ads 3 0
## 16649 China 21 1 Direct 8 0
## 16650 US 26 1 Seo 5 0
## 16651 China 19 0 Seo 1 0
## 16652 China 26 0 Seo 3 0
## 16653 China 43 1 Direct 6 0
## 16654 China 19 1 Ads 1 0
## 16655 China 18 0 Seo 1 0
## 16656 UK 39 1 Seo 3 0
## 16657 China 32 1 Ads 9 0
## 16658 China 32 0 Ads 3 0
## 16659 US 41 1 Direct 5 0
## 16660 US 21 1 Seo 3 0
## 16661 China 60 1 Direct 1 0
## 16662 US 41 1 Seo 4 0
## 16663 US 41 0 Seo 4 0
## 16664 China 24 1 Direct 4 0
## 16665 UK 22 1 Ads 1 0
## 16666 China 26 0 Seo 7 0
## [ reached getOption("max.print") -- omitted 299532 rows ]Now, let’s quickly investigate the variables and how their distribution differs for the two classes. This will ????help us understand whether there is any information in our data in the first place and get a sense of the???? data.
Never start by blindly building a machine learning model. Always first get a sense of the data.
Let’s just pick a couple of vars as an example, but you should do it with all:
Here it clearly looks like Chinese convert at a much lower rate than other countries!
Definitely spending more time on the site implies higher probability of conversion!
Focus on your strengths in the challenge. If visualization is your main strength, spend as much time as???? you wish on that and come up with something great. You might be hired as a great data scientist - visualization. If you have other strengths, spend more time on those. Take-home challenges are pretty???? open ended by design. By seeing where you spend more time, hiring managers can also understand your???? strengths, what you like doing the most???? and where you would fit best.
Machine Learning
Let’s now build a model to predict conversion rate. Outcome is binary and you care about insights????to give product and marketing team some ideas. You should probably choose among the????following models:
- Logistic regression
- Decision Trees
- RuleFit (this is often your best choice)
- Random Forest in combination with partial dependence plots
Pick the one you know the best. Don’t spend too much time optimizing it. Just explain why you picked it and say that with more time you would spend ~1 day trying other models/different params and you would pick the best.
Ex: I am going to pick a random forest to predict conversion rate. I pick a random forest cause: it usually requires very little time to optimize it (its default params are often close to the best ones) and it is strong with outliers, irrelevant variables, continuous and discrete variables. I will use the random forest to predict conversion, then I will use its partial dependence plots and variable importance to get insights about how it got information from the variables. Also, I will build a simple tree to find the most obvious user segments and see if they agree with RF partial dependence plots.
Firstly, “Converted” should really be a factor here as well as new_user. So let’s change them:
Create test/training set with a standard 66% split (if the data were too small, I would cross-validate) and then build the forest with standard values for the 3 most important parameters (100 trees, trees as large as possible, 3 random variables selected at each split).
##
## Call:
## randomForest(x = train_data[, -ncol(train_data)], y = train_data$converted, xtest = test_data[, -ncol(test_data)], ytest = test_data$converted, ntree = 100, mtry = 3, keep.forest = TRUE)
## Type of random forest: classification
## Number of trees: 100
## No. of variables tried at each split: 3
##
## OOB estimate of error rate: 1.45%
## Confusion matrix:
## 0 1 class.error
## 0 201160 809 0.004005565
## 1 2213 4510 0.329168526
## Test set error rate: 1.47%
## Confusion matrix:
## 0 1 class.error
## 0 103569 462 0.004440984
## 1 1117 2360 0.321253955So, OOB error and test error are pretty similar: 1.5% and 1.4%. We are confident we are not overfitting. Error is pretty low. However, we started from a 97% accuracy (that’s the case if we classified everything as “non converted”). So, 98.5% is good, but nothing shocking. Indeed, 30% of conversions are predicted as “non conversion”.
If we cared about the very best possible accuracy or specifically minimizing false positive/false negative, we would also use ROCR and find the best cut-off point. Since in this case that doesn’t appear to be particularly relevant, we are fine with the default 0.5 cutoff value used internally by the random forest to make the prediction. Again, if ROC and cut-off analysis is something you know very well, you should do it no matter what.
If you care about insights, building a model is just the first step. You need to check that the model predicts well and, if it does, you can now extract insights out of it.
Let’s start checking variable importance:
Total pages visited is the most important one, by far. Unfortunately, it is probably the least “actionable”. People visit many pages cause they already want to buy. Also, in order to buy you have to click on multiple pages.
Let’s rebuild the RF without that variable. Since classes are heavily unbalanced and we don’t have that very powerful variable anymore, let’s change the weight a bit, just to make sure we will get something classified as 1.
##
## Call:
## randomForest(x = train_data[, -c(5, ncol(train_data))], y = train_data$converted, xtest = test_data[, -c(5, ncol(train_data))], ytest = test_data$converted, ntree = 100, mtry = 3, classwt = c(0.7, 0.3), keep.forest = TRUE)
## Type of random forest: classification
## Number of trees: 100
## No. of variables tried at each split: 3
##
## OOB estimate of error rate: 14.02%
## Confusion matrix:
## 0 1 class.error
## 0 175818 26151 0.1294803
## 1 3103 3620 0.4615499
## Test set error rate: 14.07%
## Confusion matrix:
## 0 1 class.error
## 0 90494 13537 0.1301247
## 1 1591 1886 0.4575784Accuracy went down, but that’s fine. The model is still good enough to give us insights.
Let’s recheck variable importance:
Interesting! New user is the most important one. Source doesn’t seem to matter at all. Let’s check partial dependence plots for the 4 vars:
In partial dependence plots, we just care about the trend, not the actual y value. So this shows that:
Users with an old account are much better than new users China is really bad, all other countries are similar with Germany being the best The site works very well for young people and bad for less young people (>30 yrs old) Source is irrelevant
Let’s now build a simple decision tree and check the 2 or 3 most important segments:
## n= 316200
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 316200 94860.00 0 (0.70000000 0.30000000)
## 2) new_user=1 216744 28262.70 0 (0.84542611 0.15457389) *
## 3) new_user=0 99456 66597.30 0 (0.50061020 0.49938980)
## 6) country=China 23094 613.80 0 (0.96446008 0.03553992) *
## 7) country=DE,UK,US 76362 50103.13 1 (0.43160121 0.56839879)
## 14) age>=29.5 38343 19604.40 0 (0.57209072 0.42790928) *
## 15) age< 29.5 38019 23893.15 1 (0.34000829 0.65999171) *A simple small tree confirms exactly the random forest findings.
Some conclusions and suggestions:
The site is working very well for young users. Definitely let’s tell marketing to advertise and use marketing channel which are more likely to reach young people.
The site is working very well for Germany in terms of conversion. But the summary showed that there are few Germans coming to the site: way less than UK, despite a larger population. Again, marketing should get more Germans. Big opportunity.
Users with old accounts do much better. Targeted emails with offers to bring them back to the site could be a good idea to try.
Something is wrong with the Chinese version of the site. It is either poorly translated, doesn’t fit the local culture, some payment issue or maybe it is just in English! Given how many users are based in China, fixing this should be a top priority. Huge opportunity.
Maybe go through the UI and figure out why older users perform so poorly? From 30 y/o conversion clearly starts dropping.
If I know someone has visited many pages, but hasn’t converted, she almost surely has high purchase intent. I could email her targeted offers or sending her reminders. Overall, these are probably the easiest users to make convert.
As you can see, conclusions usually end up being about:
- tell marketing to get more of the good performing user segments
- tell product to fix the experience for the bad performing ones