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Please help me in solving the question. Which test would be applied here. I am very confused Gillian Tans, CEO of Booking.com, and David Vismans,

Please help me in solving the question. Which test would be applied here. I am very confused

Gillian Tans, CEO of Booking.com, and David Vismans, Chief Product Officer, scratched their heads over an experiment that one of the companys managers was going to run. The test involved a new customer interface that had little resemblance with the companys hugely popular landing page, which was propelled it to the largest accommodation-booking platform in the world. The companys focus on optimizing customer experiences had remained unchanged since its early days. To figure out what customers found satisfying, its developers continuously tried out ideas to improve the consumers experiences. The simplest kind of a controlled experiment was an A/B test. Marketing team randomly assigned customers to two experiments to answer following questions:

1. Marketers in Booking.com believes the key Buy Now in the old version is very small (its size is 1 * 1), and it causes some wrong clicks that ultimately creates frustration for visitors. In the first version the website designers made the key bigger (1.5 * 1.5). In the second version they did not change the size, instead, they create bigger gaps between Buy Now key and other keys which were located beside it.

- Please state the null hypothesis and alternative hypothesis for each of these tests. (10 points)

- Which treatment was effective in reducing the wrong clicks? Explain (10 points)

- If we assume website designers are not able to consider both changes simultaneously, which treatment do you suggest being considered? (10 points)

2. Marketers in Booking.com believes their main revenue is coming from male customers. Ladies might check their website, but men tend to book more hotels.

- Please state the null hypothesis and alternative hypothesis for this assumption. (5 points)

- Test this assumption and let the managers know what you think. It is a true assumption or not? Why? (10 points)

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ON 09 om min 3 0 V ND A B D E F G H I J K L M N 1 VO.Spent iVo.Wrong VO.VeiwDe V1.Spent 111. Wrong V1.ViewDe V2.Spent 1V2.Wrong V2.ViewDe BookingPe Repeat Vis OldCustor Visitors_G Visit_Time 2 503 3 6 6 1 Male Afternoon 3 545 7 3 4 4 O Female Evening 4 658 8 5 6 7 O Female Morning 5 322 7 3 7 8 1 Male Morning 6 339 10 3 8 9 O Female Evening 7 260 8 1 4 8 1 Male Afternoon 8 625 8 4 3 4 O Female Evening 9 308 10 3 2 3 O Female Evening 10 467 9 1 4 5 O Female Afternoon 11 292 8 3 2 2 O Female Afternoon 12 362 9 4 1 1 1 Male Evening 13 351 10 4 5 6 1 Male Afternoon 14 259 5 3 6 7 1 Male Afternoon 15 631 10 5 7 9 O Female Evening 16 447 10 4 1 O Female Morning 17 627 6 3 3 4 1 Male Evening 18 394 4 3 4 O Female Afternoon 19 317 9 3 6 6 1 Male Afternoon 20 603 9 3 1 2 1 Male Morning 21 621 4 2 O Female Afternoon 22 316 10 3 4 8 O Female Afternoon 80 o 0 0 6 BU BODO + m + m m m m Nowo 3 4 23 24 9 9 8 0 o 1 4 5 25 9 9 1 5 335 786 454 293 791 189 26 8 3 9 9 8 4 8 27 28 29 7 5 9 2 6 718 8 2 1 2 30 8 4 0 1 775 694 31 8 8 8 2 4 32 9 0 4 358 341 O Female Morning 1 Male Morning O Female Afternoon O Female Evening O Female Afternoon O Male Afternoon 1 Male Morning 1 Male Morning 1 Male Afternoon 1 Female Morning O Female Afternoon O Male Afternoon O Female Evening O Male Evening 1 Female Evening O Male Morning 1 Male Morning O Female Evening 1 Male Evening 1 Female Evening 33 7 5 6 3 4 34 363 8 6 6 8 4 4 35 36 351 5225 8 10 2 9 37 336 3 9 10 38 4 4 1 2 358 374 364 39 40 00 ooooo 4 1 0 4 NNN 2 2 2 1 41 189 2 13 10 2 1 42 45 1 43 365 7 1 1 44 7 7 7 1 7 5 610 450 570 9 5 45 46 1 7 6 4 5 750 7 5 3 5 47 48 5 6 5 9 8 1 1 1 1 7 1 1 1 915 210 72 480 550 600 510 5 5 49 50 51 52 53 54 55 1 7 6 3 8 6 3 NW NW OP 5 7 7 5 6 1 O Female Afternoon 1 Male Afternoon O Female Afternoon O Male Morning 1 Male Morning O Female Evening 1 Female Afternoon 1 Female Afternoon O Female Morning O Male Morning o Female Morning O Male Afternoon 1 Female Afternoon O Female Afternoon 1 Male Afternoon O Female Afternoon O Female Afternoon 1 Female Afternoon O Male Afternoon O Female Afternoon O Female Morning 1 Male Morning 8 5 1 390 7 4 2 56 9 1 1 310 620 57 00 8 6 2 6 58 410 7 4 0 4 59 190 8 3 1 3 60 7 2 0 2 240 330 0000 w O PO PON 3 3 4 5 8 1 1 61 62 63 64 89 2500 150 1 2 2 7 3 7 2 3 6 8 6 2 65 66 UNC 6 620 550 9 6 5 5 7 380 7 7 6 67 68 5 5 6 490 510 8 6 69 5 6 7 6 6 1 5 70 71 620 430 8 4 1 5 194 6 2 2 9 6 8 2 2 558 589272 BD%98a88 73 74 358 341 1 2 7 6 3 4 O Female Morning O Male Morning 1 Male Morning O Male Morning 1 Male Afternoon 1 Male Morning 1 Female Afternoon 1 Female Morning 1 Male Morning O Female Afternoon O Female Afternoon O Male Afternoon 1 Female Afternoon O Male Afternoon O Male Morning 1 Male Afternoon O Female Morning 1 Female Afternoon 1 Female Morning 363 8 0 4 351 8 5 2 6 312 6 3 0 3 76 77 78 79 336 7 3 2 6 8 358 374 1 80 8 2 6 6 81 U 00 00 00 8 3 364 798 O NO O 3 82 6 8 4 +00 W 8 83 450 5 5 4 84 6 4 0 7 85 8 2 1 12 7 3 3 11 86 87 8 8 2 3 0 o 88 407 242 241 201 479 295 203 273 377 275 10 11 8 9 89 3 2 4 3 0 8 90 91 92 3 4 0 9 7 4 3 7 93 8 3 0 6 94 8 4 0 4 231 339 1 Female Afternoon O Male Evening O Male Evening O Female Evening O Female Morning 1 Female Evening 1 Female Morning O Female Evening O Male Afternoon O Female Afternoon O Female Morning O Male Morning 1 Female Evening O Male Morning O Female Evening 1 Female Morning O Female Afternoon 1 Female Afternoon O Male Afternoon O Female Afternoon O Female Evening O Female Evening 95 7 5 3 7 96 6 1 8 16 224 97 4 0 0 98 476 8 5 8 6 4 5 1 3 100 1 3 5 7 136 292 362 351 4 99 100 101 102 103 104 4 4 5 4 O NOW 5 7 3 3 2 6 259 380 447 5 5 3 105 4 1 4 6 0 1 8 16 224 5 5 96 97 98 99 100 OOP 4 8 5 8 476 136 1 1 5 6 6 4 4 3 7 3 o 101 4 4 5 4 5 7 3 3 6 6 292 362 351 259 380 447 127 394 2 0 5 5 102 103 104 105 106 107 108 3 4 0 1 4 8 3 4 5 6 9 15 1 Female Evening O Male Morning O Female Evening 1 Female Morning O Female Afternoon 1 Female Afternoon O Male Afternoon O Female Afternoon O Female Evening O Female Evening 1 Female Evening O Female Evening O Male Evening O Female Morning O Female Afternoon O Female Evening 1 Female Evening 0 Male Evening O Male Evening O Male Evening O Male Evening 1 Female Evening 8 8 6 3 10 120 7 3 2 16 109 110 7 4 4 0 7 8 3 7 15 111 112 113 6 4 8 317 270 421 316 135 315 353 245 260 298 3 3 4 o 14 114 6 4 1 8 115 5 1 9 6 3 5 6 5 116 117 8 6 3 15 ON 09 om min 3 0 V ND A B D E F G H I J K L M N 1 VO.Spent iVo.Wrong VO.VeiwDe V1.Spent 111. Wrong V1.ViewDe V2.Spent 1V2.Wrong V2.ViewDe BookingPe Repeat Vis OldCustor Visitors_G Visit_Time 2 503 3 6 6 1 Male Afternoon 3 545 7 3 4 4 O Female Evening 4 658 8 5 6 7 O Female Morning 5 322 7 3 7 8 1 Male Morning 6 339 10 3 8 9 O Female Evening 7 260 8 1 4 8 1 Male Afternoon 8 625 8 4 3 4 O Female Evening 9 308 10 3 2 3 O Female Evening 10 467 9 1 4 5 O Female Afternoon 11 292 8 3 2 2 O Female Afternoon 12 362 9 4 1 1 1 Male Evening 13 351 10 4 5 6 1 Male Afternoon 14 259 5 3 6 7 1 Male Afternoon 15 631 10 5 7 9 O Female Evening 16 447 10 4 1 O Female Morning 17 627 6 3 3 4 1 Male Evening 18 394 4 3 4 O Female Afternoon 19 317 9 3 6 6 1 Male Afternoon 20 603 9 3 1 2 1 Male Morning 21 621 4 2 O Female Afternoon 22 316 10 3 4 8 O Female Afternoon 80 o 0 0 6 BU BODO + m + m m m m Nowo 3 4 23 24 9 9 8 0 o 1 4 5 25 9 9 1 5 335 786 454 293 791 189 26 8 3 9 9 8 4 8 27 28 29 7 5 9 2 6 718 8 2 1 2 30 8 4 0 1 775 694 31 8 8 8 2 4 32 9 0 4 358 341 O Female Morning 1 Male Morning O Female Afternoon O Female Evening O Female Afternoon O Male Afternoon 1 Male Morning 1 Male Morning 1 Male Afternoon 1 Female Morning O Female Afternoon O Male Afternoon O Female Evening O Male Evening 1 Female Evening O Male Morning 1 Male Morning O Female Evening 1 Male Evening 1 Female Evening 33 7 5 6 3 4 34 363 8 6 6 8 4 4 35 36 351 5225 8 10 2 9 37 336 3 9 10 38 4 4 1 2 358 374 364 39 40 00 ooooo 4 1 0 4 NNN 2 2 2 1 41 189 2 13 10 2 1 42 45 1 43 365 7 1 1 44 7 7 7 1 7 5 610 450 570 9 5 45 46 1 7 6 4 5 750 7 5 3 5 47 48 5 6 5 9 8 1 1 1 1 7 1 1 1 915 210 72 480 550 600 510 5 5 49 50 51 52 53 54 55 1 7 6 3 8 6 3 NW NW OP 5 7 7 5 6 1 O Female Afternoon 1 Male Afternoon O Female Afternoon O Male Morning 1 Male Morning O Female Evening 1 Female Afternoon 1 Female Afternoon O Female Morning O Male Morning o Female Morning O Male Afternoon 1 Female Afternoon O Female Afternoon 1 Male Afternoon O Female Afternoon O Female Afternoon 1 Female Afternoon O Male Afternoon O Female Afternoon O Female Morning 1 Male Morning 8 5 1 390 7 4 2 56 9 1 1 310 620 57 00 8 6 2 6 58 410 7 4 0 4 59 190 8 3 1 3 60 7 2 0 2 240 330 0000 w O PO PON 3 3 4 5 8 1 1 61 62 63 64 89 2500 150 1 2 2 7 3 7 2 3 6 8 6 2 65 66 UNC 6 620 550 9 6 5 5 7 380 7 7 6 67 68 5 5 6 490 510 8 6 69 5 6 7 6 6 1 5 70 71 620 430 8 4 1 5 194 6 2 2 9 6 8 2 2 558 589272 BD%98a88 73 74 358 341 1 2 7 6 3 4 O Female Morning O Male Morning 1 Male Morning O Male Morning 1 Male Afternoon 1 Male Morning 1 Female Afternoon 1 Female Morning 1 Male Morning O Female Afternoon O Female Afternoon O Male Afternoon 1 Female Afternoon O Male Afternoon O Male Morning 1 Male Afternoon O Female Morning 1 Female Afternoon 1 Female Morning 363 8 0 4 351 8 5 2 6 312 6 3 0 3 76 77 78 79 336 7 3 2 6 8 358 374 1 80 8 2 6 6 81 U 00 00 00 8 3 364 798 O NO O 3 82 6 8 4 +00 W 8 83 450 5 5 4 84 6 4 0 7 85 8 2 1 12 7 3 3 11 86 87 8 8 2 3 0 o 88 407 242 241 201 479 295 203 273 377 275 10 11 8 9 89 3 2 4 3 0 8 90 91 92 3 4 0 9 7 4 3 7 93 8 3 0 6 94 8 4 0 4 231 339 1 Female Afternoon O Male Evening O Male Evening O Female Evening O Female Morning 1 Female Evening 1 Female Morning O Female Evening O Male Afternoon O Female Afternoon O Female Morning O Male Morning 1 Female Evening O Male Morning O Female Evening 1 Female Morning O Female Afternoon 1 Female Afternoon O Male Afternoon O Female Afternoon O Female Evening O Female Evening 95 7 5 3 7 96 6 1 8 16 224 97 4 0 0 98 476 8 5 8 6 4 5 1 3 100 1 3 5 7 136 292 362 351 4 99 100 101 102 103 104 4 4 5 4 O NOW 5 7 3 3 2 6 259 380 447 5 5 3 105 4 1 4 6 0 1 8 16 224 5 5 96 97 98 99 100 OOP 4 8 5 8 476 136 1 1 5 6 6 4 4 3 7 3 o 101 4 4 5 4 5 7 3 3 6 6 292 362 351 259 380 447 127 394 2 0 5 5 102 103 104 105 106 107 108 3 4 0 1 4 8 3 4 5 6 9 15 1 Female Evening O Male Morning O Female Evening 1 Female Morning O Female Afternoon 1 Female Afternoon O Male Afternoon O Female Afternoon O Female Evening O Female Evening 1 Female Evening O Female Evening O Male Evening O Female Morning O Female Afternoon O Female Evening 1 Female Evening 0 Male Evening O Male Evening O Male Evening O Male Evening 1 Female Evening 8 8 6 3 10 120 7 3 2 16 109 110 7 4 4 0 7 8 3 7 15 111 112 113 6 4 8 317 270 421 316 135 315 353 245 260 298 3 3 4 o 14 114 6 4 1 8 115 5 1 9 6 3 5 6 5 116 117 8 6 3 15

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