Information + instructions Some information about our dataset and term definitions The attached is a hypothetical dataset containing subscription data for all customers who first joined ClassPass in...

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Information + instructions Some information about our dataset and term definitions The attached is a hypothetical dataset containing subscription data for all customers who first joined ClassPass in February 2016. ClassPass is a consumer-facing monthly subscription with recur billing (e.g., we automatically charge you every month until you request to cancel). A customer's "bill date" is set when he/she first joins ClassPass. For example, if a customer joins on February 11th, that customer's "bill date" is the 11th of the month. We first charge that customer on February 11th for the service period February 11th-March 10th. We charge that customer again on March 11th for the service period March 11th-April 10th, unless the customer has requested to cancel. Each record in the dataset is a unique "subscription month" for a single customer; if a customer remains a ClassPass member for nine months, that customer appears in the data nine times. A new record is created in the data table at the moment when we charge a customer for the coming month. For example, when we charge a customer on March 11th for the service period of March 11th-April 10th, the record covering that subscription month will not appear in the data table until March 11th. A customer can request to cancel ClassPass at any time by logging into ClassPass and clicking "I'd like to cancel my membership." When a customer requests to cancel, we still consider him/her an active customer until the end of the current subscription month; we consider that customer's "time of churn" to be the last day of that subscription month, since that is the last day on which we are providing service to that customer. In the attached table, the "cancellation request" field includes the date of any request to cancel made during the subscription month. If the field is "NULL", you can assume that the customer did not request to cancel during that month (or, if the subscription period is still ongoing as of the date that the data was pulled, that the customer has not yet requested to cancel). We define "churn rate" as number of customers who churned in any defined time period, divided by the number of active customers at the beginning of that time period. Questions 1. How many of the customers in the attached data set were still active ClassPass customers on June 9th, 2016? 2. What was the April 2016 churn rate of the customers in the attached dataset? 3. If you had to make a prediction, how many customers in the attached dataset will churn in the month of October? 4. Are there any trends you can see in how churn differs by any customer attributes (e.g., city, length of time on CP)? If so, do you have any ideas for what ClassPass could do to improve churn among those customers? Guidelines for completing the exercise 1. Please start a new sheet in this table for your answers; you can format it however you'd like. 2. We recommend that you "show your work" (either in your answers table, in the "Dataset" tab, or any other tabs you choose to create) -- it helps us see how you think! 3. Please upload your completed test to Greenhouse via the link provided. 4. We recommend that you do not use pivot tables. Dataset Data pulled/refreshed on:10/15/16 Unique User IDSubscription Month Start DateSubscription Month End DateCancellation Request DateCity ID 102145512/1/162/29/16NULL2 102436322/1/162/29/16NULL3 108175432/1/162/29/16NULL2 109717382/1/162/29/16NULL2 115258542/1/162/29/16NULL1 237439842/1/162/29/162/1/162 119773182/1/162/29/16NULL3 120624542/1/162/29/16NULL2 121363872/1/162/29/16NULL2 122226862/1/162/29/16NULL1 123045152/1/162/29/16NULL1 125607792/1/162/29/16NULL3 128202722/1/162/29/16NULL3 131326952/1/162/29/16NULL1 134514402/1/162/29/16NULL3 134770162/1/162/29/16NULL1 135643522/1/162/29/16NULL2 136832272/1/162/29/16NULL1 147294782/1/162/29/16NULL2 148816272/1/162/29/16NULL1 382509182/3/163/2/162/3/162 150175142/1/162/29/16NULL3 498094462/3/163/2/162/6/162 153572732/1/162/29/16NULL2 154469122/1/162/29/16NULL1 160994792/1/162/29/16NULL3 162869972/1/162/29/16NULL2 169357462/1/162/29/16NULL1 169517362/1/162/29/16NULL1 170054802/1/162/29/16NULL3 171691752/1/162/29/16NULL3 353193522/4/163/3/162/6/163 180472582/1/162/29/16NULL2 180545952/1/162/29/16NULL3 184545662/1/162/29/16NULL2 186666292/1/162/29/16NULL2 186743052/1/162/29/16NULL3 362203392/7/163/6/162/7/163 188540682/1/162/29/16NULL2 190335262/1/162/29/16NULL3 190781062/1/162/29/16NULL3 195075702/3/163/2/162/8/161 108916692/4/163/3/162/8/161 196137562/1/162/29/16NULL3 196861782/1/162/29/16NULL2 199888772/1/162/29/16NULL2 208923772/1/162/29/16NULL2 209209692/1/162/29/16NULL3 211320622/1/162/29/162/9/162 211835412/1/162/29/16NULL3 214326402/1/162/29/16NULL2 214723262/1/162/29/16NULL3 214887712/1/162/29/16NULL3 219057542/1/162/29/16NULL3 219875052/1/162/29/16NULL1 219931102/1/162/29/16NULL1 220830682/1/162/29/16NULL2 222822332/1/162/29/16NULL2 224351412/1/162/29/16NULL2 226830652/1/162/29/16NULL1 229951512/1/162/29/16NULL2 233885422/1/162/29/16NULL1 234018882/1/162/29/16NULL3 234551912/1/162/29/16NULL3 382080142/6/163/5/162/9/163 238412362/1/162/29/16NULL3 238517572/1/162/29/16NULL1 487557522/7/163/6/162/9/163 244803782/1/162/29/16NULL1 246027252/1/162/29/16NULL3 248317192/1/162/29/16NULL3 258788902/1/162/29/16NULL2 262681022/1/162/29/16NULL3 262896282/1/162/29/16NULL3 267328632/1/162/29/16NULL3 268859872/1/162/29/16NULL1 269106822/1/162/29/16NULL2 269708292/1/162/29/16NULL1 275502152/1/162/29/16NULL3 276225912/1/162/29/16NULL2 276642592/1/162/29/16NULL3 151495372/2/163/1/162/10/162 281840892/1/162/29/16NULL1 282946012/1/162/29/16NULL1 284439342/1/162/29/16NULL2 285003922/1/162/29/16NULL1 285086292/1/162/29/16NULL1 288092622/1/162/29/16NULL2 288600962/1/162/29/16NULL1 290997412/1/162/29/16NULL1 154745822/5/163/4/162/10/163 292322772/1/162/29/16NULL1 292663822/1/162/29/16NULL3 293482802/1/162/29/16NULL1 294206982/1/162/29/16NULL3 302477392/1/162/29/16NULL3 305549882/1/162/29/16NULL3 312553712/1/162/29/16NULL2 313844692/1/162/29/16NULL3 316055562/1/162/29/16NULL2 316448172/1/162/29/16NULL2 318195392/1/162/29/16NULL2 318797982/1/162/29/16NULL1 321009942/1/162/29/16NULL3 212932552/6/163/5/162/10/163 329245992/1/162/29/16NULL1 330296042/1/162/29/16NULL3 330884392/1/162/29/16NULL2 331768742/1/162/29/16NULL2 331781202/1/162/29/16NULL1 332639372/1/162/29/16NULL3 334683812/1/162/29/16NULL1 335283662/1/162/29/16NULL3 218940152/9/163/8/162/10/163 337110572/1/162/29/16NULL3 419939052/1/162/29/162/11/162 193308912/2/163/1/162/11/161 346470602/1/162/29/16NULL1 346654072/1/162/29/16NULL2 347310712/1/162/29/16NULL1 223812932/5/163/4/162/11/163 358791922/1/162/29/16NULL3 144834482/6/163/5/162/11/162 363099062/1/162/29/16NULL2 363795882/1/162/29/16NULL2 371323812/1/162/29/16NULL2 371570142/1/162/29/16NULL3 372562682/1/162/29/16NULL1 373428182/1/162/29/16NULL1 376606282/1/162/29/16NULL2 378476862/1/162/29/16NULL1 379292712/1/162/29/16NULL1 381721762/1/162/29/16NULL1 385567002/1/162/29/16NULL1 388437042/1/162/29/16NULL2 390407072/1/162/29/16NULL3 394567632/1/162/29/16NULL1 394719902/1/162/29/16NULL1 397665292/1/162/29/16NULL3 399457302/1/162/29/16NULL3 400854492/1/162/29/16NULL3 402132102/1/162/29/16NULL3 402140532/1/162/29/16NULL2 402610592/1/162/29/16NULL3 403546712/1/162/29/16NULL3 405638672/1/162/29/16NULL1 411045722/1/162/29/16NULL2 412991762/1/162/29/16NULL2 416075812/1/162/29/16NULL2 497163572/1/162/29/162/12/163 424645082/1/162/29/16NULL1 273824292/3/163/2/162/12/162 440193582/5/163/4/162/12/162 431548412/1/162/29/16NULL1 431675522/1/162/29/16NULL3 432898162/1/162/29/16NULL1 439292382/1/162/29/16NULL1 441507902/1/162/29/16NULL3 446527562/1/162/29/16NULL2 447861412/1/162/29/16NULL3 448914672/1/162/29/16NULL3 449168032/1/162/29/16NULL1 451354862/1/162/29/16NULL3 453856382/1/162/29/16NULL2 462748622/1/162/29/16NULL3 465467912/1/162/29/16NULL1 466370112/1/162/29/16NULL1 470107272/1/162/29/16NULL2 471730302/1/162/29/16NULL3 474457272/1/162/29/16NULL3 478869752/1/162/29/16NULL2 483477552/1/162/29/16NULL2 484355802/1/162/29/16NULL3 484683642/1/162/29/16NULL2 484960262/1/162/29/16NULL2 485500592/1/162/29/16NULL3 119527362/6/163/5/162/12/161 486330832/1/162/29/16NULL1 492146262/1/162/29/16NULL1 274379482/8/163/7/162/12/163 100683622/2/163/1/16NULL3 109879762/2/163/1/16NULL3 112356702/2/163/1/16NULL2 114698162/2/163/1/16NULL1 121136812/2/163/1/16NULL3 124614622/2/163/1/16NULL3 126214602/2/163/1/16NULL2 128935492/2/163/1/16NULL2 129788892/2/163/1/16NULL3 130177322/2/163/1/16NULL1 277861862/10/163/9/162/12/163 134914912/2/163/1/16NULL1 135505122/2/163/1/16NULL1 138204532/2/163/1/16NULL3 141926002/2/163/1/16NULL1 235536092/12/163/11/162/12/162 179008662/4/163/3/162/13/163 173113012/7/163/6/162/13/163 149655002/2/163/1/16NULL2 133765532/13/163/12/162/13/162 153826932/2/163/1/16NULL1 158750692/2/163/1/16NULL3 176402062/10/163/9/162/14/161 163695442/2/163/1/16NULL3 165314042/2/163/1/16NULL3 167877062/2/163/1/16NULL1 168409402/2/163/1/16NULL2 168555182/2/163/1/16NULL3 174284902/2/163/1/16NULL1 174580992/2/163/1/16NULL2 304468122/6/163/5/162/15/161 182372122/2/163/1/16NULL3 184218232/2/163/1/16NULL3 184225912/2/163/1/16NULL2 185455332/2/163/1/16NULL2 188062802/2/163/1/16NULL1 189392542/2/163/1/16NULL2 189497242/2/163/1/16NULL1 191938672/2/163/1/16NULL1 454061262/9/163/8/162/15/163 200059072/2/163/1/16NULL3 200908932/2/163/1/16NULL2 205679202/2/163/1/16NULL2 208166092/2/163/1/16NULL2 156897732/4/163/3/162/16/162 405862712/5/163/4/162/16/162 216214882/2/163/1/16NULL2 216256772/2/163/1/16NULL2 224209162/2/163/1/16NULL2 224442072/2/163/1/16NULL1 229028342/2/163/1/16NULL1 234862592/2/163/1/16NULL1 236113612/2/163/1/16NULL1 236576052/2/163/1/16NULL3 236845722/2/163/1/16NULL1 241405042/2/163/1/16NULL1 242625462/2/163/1/16NULL3 243770032/2/163/1/16NULL3 244459982/2/163/1/16NULL2 245139972/2/163/1/16NULL1 245353302/2/163/1/16NULL3 245550992/2/163/1/16NULL3 249376902/2/163/1/16NULL3 251707302/2/163/1/16NULL1 254926442/2/163/1/16NULL2 255956042/2/163/1/16NULL2 257059642/2/163/1/16NULL3 260037192/2/163/1/16NULL2 260167402/2/163/1/16NULL1 263053642/2/163/1/16NULL3 264771462/2/163/1/16NULL2 267808162/2/163/1/16NULL1 269106912/2/163/1/16NULL1 271049382/2/163/1/16NULL3 276923902/2/163/1/16NULL3 280237652/2/163/1/16NULL2 281308292/2/163/1/16NULL1 436741662/6/163/5/162/16/162 284901022/2/163/1/16NULL3 286924632/2/163/1/16NULL1 291544142/2/163/1/16NULL2 292029142/2/163/1/16NULL3 292507122/2/163/1/16NULL3 296640602/2/163/1/16NULL2 298041462/2/163/1/16NULL2 298946872/2/163/1/16NULL1 303787022/2/163/1/16NULL2 315457602/9/163/8/162/16/162 307328252/2/163/1/16NULL3 413289812/16/163/15/162/16/161 310797372/2/163/1/16NULL3 311192372/2/163/1/16NULL2 311819502/2/163/1/16NULL2 314305102/2/163/1/16NULL2 314409042/2/163/1/16NULL2 321174012/2/163/1/16NULL1 321688722/2/163/1/16NULL2 322632372/2/163/1/16NULL1 324798142/2/163/1/16NULL1 326634712/2/163/1/16NULL1 427769002/1/162/29/162/17/162 331726042/2/163/1/16NULL3 332724752/2/163/1/16NULL3 336018022/2/163/1/16NULL1 336023472/2/163/1/16NULL3 289780592/4/163/3/162/17/163 337802582/2/163/1/16NULL3 341273712/2/163/1/16NULL3 343646912/2/163/1/16NULL2 345995262/2/163/1/16NULL1 349206112/2/163/1/16NULL2 353556092/2/163/1/16NULL3 354457452/2/163/1/16NULL1 361657272/2/163/1/16NULL3 362217502/2/163/1/16NULL3 364129092/2/163/1/16NULL3 365142612/2/163/1/16NULL1 368714222/2/163/1/16NULL1 372480622/2/163/1/16NULL2 375777732/2/163/1/16NULL3 376904822/2/163/1/16NULL1 379077672/2/163/1/16NULL2 380321512/2/163/1/16NULL3 384704942/2/163/1/16NULL2 386135752/2/163/1/16NULL3 242259782/5/163/4/162/17/162 387686372/2/163/1/16NULL3 388097402/2/163/1/16NULL3 389389312/2/163/1/16NULL3 389404762/2/163/1/16NULL1 398398582/2/163/1/16NULL2 404086702/2/163/1/16NULL3 404425842/2/163/1/16NULL1 406241062/2/163/1/16NULL2 406620972/2/163/1/16NULL2 384725322/7/163/6/162/17/161 410173792/2/163/1/16NULL3 420016972/2/163/1/16NULL3 420497342/2/163/1/16NULL1 422806822/2/163/1/16NULL1 425458692/2/163/1/16NULL3 427616952/2/163/1/16NULL3 325663172/8/163/7/162/17/163 433529132/2/163/1/16NULL3 437390252/2/163/1/16NULL2 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357973362/8/163/7/16NULL2 185100282/3/163/2/162/29/163 364588382/8/163/7/16NULL1 368272282/8/163/7/16NULL3 369167782/8/163/7/16NULL2 370247412/8/163/7/16NULL3 371647482/8/163/7/16NULL2 373209342/8/163/7/16NULL3 376584532/8/163/7/16NULL2
Answered Same DayNov 04, 2021

Answer To: Information + instructions Some information about our dataset and term definitions The attached is a...

Mohd answered on Nov 05 2021
117 Votes
Information + instructions
        Some information about our dataset and term definitions
        The attached is a hypothetical dataset containing subscription data for all customers who first joined ClassPass in February 2016.
        ClassPass is a consumer-facing monthly subscription with recur billing (e.g., we automatically charge you every month until you request to cancel).
        A customer's "b
ill date" is set when he/she first joins ClassPass. For example, if a customer joins on February 11th, that customer's "bill date" is the 11th of the month. We first charge that customer on February 11th for the service period February 11th-March 10th. We charge that customer again on March 11th for the service period March 11th-April 10th, unless the customer has requested to cancel.
        Each record in the dataset is a unique "subscription month" for a single customer; if a customer remains a ClassPass member for nine months, that customer appears in the data nine times.
        A new record is created in the data table at the moment when we charge a customer for the coming month. For example, when we charge a customer on March 11th for the service period of March 11th-April 10th, the record covering that subscription month will not appear in the data table until March 11th.
        A customer can request to cancel ClassPass at any time by logging into ClassPass and clicking "I'd like to cancel my membership." When a customer requests to cancel, we still consider him/her an active customer until the end of the current subscription month; we consider that customer's "time of churn" to be the last day of that subscription month, since that is the last day on which we are providing service to that customer.
        In the attached table, the "cancellation request" field includes the date of any request to cancel made during the subscription month. If the field is "NULL", you can assume that the customer did not request to cancel during that month (or, if the subscription period is still ongoing as of the date that the data was pulled, that the customer has not yet requested to cancel).
        We define "churn rate" as number of customers who churned in any defined time period, divided by the number of active customers at the beginning of that time period.
        Questions
        1. How many of the customers in the attached data set were still active ClassPass customers on June 9th, 2016?
        2. What was the April 2016 churn rate of the customers in the attached dataset?
        3. If you had to make a prediction, how many customers in the attached dataset will churn in the month of October?
        4. Are there any trends you can see in how churn differs by any customer attributes (e.g., city, length of time on CP)? If so, do you have any ideas for what ClassPass could do to improve churn among those customers?
        Guidelines for completing the exercise
        1. Please start a new sheet in this table for your answers; you can format it however you'd like.
        2. We recommend that you "show your work" (either in your answers table, in the "Dataset" tab, or any other tabs you choose to create) -- it helps us see how you think!
        3. Please upload your completed test to Greenhouse via the link provided.
        4. We recommend that you do not use pivot tables.
Q4
    Cancellation Request Date    (Multiple Items)
    Row Labels    Count of Cancellation Request Date
    Feb    620
    Mar    469
    Apr    356
    May    228
    Jun    193
    Jul    163
    Aug    152
    Sep    99
    Oct    13
    Grand Total    2293
Total    Feb    Mar    Apr    May    Jun    Jul    Aug    Sep    Oct    620    469    356    228    193    163    152    99    13    
Q2
    Data pulled/refreshed on:    10/15/16                    Q.2        Churn Rate
                            Active customers    28618    1.51%
    Unique User ID    Subscription Month Start Date    Subscription Month End Date    Cancellation Request Date    City ID        cancellation    432
    10214551    2/1/16    2/29/16    NULL    2
    10243632    2/1/16    2/29/16    NULL    3
    10817543    2/1/16    2/29/16    NULL    2
    10971738    2/1/16    2/29/16    NULL    2        Active...
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