Random shuffling of songs on Spotify. Spotify is a music streaming service that offers both free and subscription options. Users can create playlists and choose to use Spotify’s random shuffling feature to play back the songs. When the shuffling feature was first introduced, many users complained that the algorithm was not working. For example, in a playlist consisting of 2 songs by The White Stripes, 2 by Adele, and 1 by Maroon Five, two possible random orderings of the songs are:

A = {Adele 1, Adele 2, White Stripes 1, White Stripes 2, Maroon Five}

B = {Adele 2, White Stripes 1, Maroon Five, White Stripes 2, Adele 1}

  1. Find the probability that Adele 1 is selected as the first song to play from the playlist.
  2. Given that Adele 1 is selected as the first song, what is the probability that Adele 2 is selected as the second song to play from the playlist?
  3. Given that Adele 1 and Adele 2 are the first two songs selected, what is the probability that White Stripes 1 is selected as the third song to play from the playlist?
  4. Given that Adele 1, Adele 2, and White Stripes 1 are the first three songs selected, what is the probability that White Stripes 2 is selected as the fourth song to play from the playlist?
  5. Given that Adele 1, Adele 2, White Stripes 1 and White Stripes 2 are the first four songs selected, what is the probability that Maroon Five is selected as the last song to play from the playlist?
  6. Find the probability of List A by multiplying the probabilities in parts a–e.
  7. Many users considered List B to be random, but not List A. Demonstrate that the probability of List B is the same as the probability of List A. [Note: In response to user complaints, Spotify now uses a different random shuffling algorithm, one that prevents an outcome like List A from occurring.]

Short Answer

Expert verified
  1. The probability that Adele 1 is the selected songis= 0.2.
  2. The probability that Adele 2 is the selected songis=0.25.
  3. The probability that White Stripes 2 is selected is =0.33.
  4. The probability that White Stripes 2 is selected is =0.5.
  5. The probability that Maroon Five is selected is =1.
  6. The probability of list A is=0.0083.
  7. The probability of list A is= 0.0083.

Step by step solution

01

Given information

A1=ThefirstsongselectedisAdele1A2,=ThesecondsongselectedisAdele2W1=Thethirdsongselectediswhitestripes1W2=Thefourthsongselectediswhitestripes2M5=ThefifthsongselectedisMaroon5

02

The probability that Adele 1 is selected

The probability that Adele 1 is selected song is Adele1= P(A1)=15=0.2.

03

The probability that Adele 2 is selected

The probability that Adele 2 is selected song is Adele 2 PA2,A1=14=0.25.

04

The probability that White Stripes 2 is selected

The probability that Whites Stripes 2 is selected isPW1A1A2,=13=0.33

05

The probability that White Stripes 2 is selected

The probability that Whites Stripes 2 is selected isPW2A1A2W1=12=0.5

06

The probability that Maroon Five is selected

The probability that Maroon Five is selected isPM5A1A2W1W2=11=1

07

Find the probability for list

The probability of List A by multiplying the probabilities in parts a–e is

P(A)=P(A1)×PA2A1×PW1A1A2×PW2A1A2W1×PM5A1A2W1W2=15×14×13×12×1=0.0083

08

the probability for list B

Apply the same procedure for list B. Then the probability is 0.0083.

Therefore, the probability of list A is 0.0083.

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Most popular questions from this chapter

Investing in stocks. From a list of 15 preferred stocks recommended by your broker, you will select three to invest in. How many different ways can you select the three stocks from the 15 recommended stocks?

Ambulance response time.Geographical Analysis(Jan. 2010) presented a study of emergency medical service (EMS) ability to meet the demand for an ambulance. In one example, the researchers presented the following scenario. An ambulance station has one vehicle and two demand locations, A and B. The probability that the ambulance can travel to a location in under 8 minutes is .58 for location A and .42 for location B. The probability that the ambulance is busy at any point in time is .3.

a.Find the probability that EMS can meet the demand for an ambulance at location A.

b.Find the probability that EMS can meet the demand for an ambulance at location B.

Consider the Venn diagram in the next column, where

P(E1)=0.10,P(E2)=0.05,P(E3)=P(E4)=0.2,P(E5)=0.6,P(E6)=0.3,P(E7)=0.06andP(E8)=0.3

Find each of the following probabilities:

a.P(Ac)b.P(Bc)c.P(AcB)d.P(AB)e.P(AB)f.P(AcBc)

g. Are events A and B mutually exclusive? Why?

Museum management. Refer to the Museum Management and Curatorship (June 2010) study of the criteria used to evaluate museum performance, Exercise 2.14 (p. 74). Recall that the managers of 30 leading museums of contemporary art were asked to provide the performance measure used most often. A summary of the results is reproduced in the table. Performance Measure Number of Museums Total visitors 8 Paying visitors 5 Big shows 6 Funds raised 7 Members 4


Performance Measure

Number of Museums

Total visitors

8

Paying visitors

5

Big shows

6

Funds raised

7

Members

4

a. If one of the 30 museums is selected at random, what is the probability that the museum uses total visitors or funds raised most often as a performance measure?

b. Consider two museums of contemporary art randomly selected from all such museums. Of interest is whether or not the museums use total visitors or funds raised most often as a performance measure. Use a tree diagram to aid in listing the sample points for this problem.

c. Assign reasonable probabilities to the sample points of part b.

d. Refer to parts b and c. Find the probability that both museums use total visitors or funds raised most often as a performance measure.

Stock market participation and IQ.Refer to The Journal of Finance(December 2011) study of whether the decisionto invest in the stock market is dependent on IQ, Exercise3.46 (p. 182). The summary table giving the number ofthe 158,044 Finnish citizens in each IQ score/investment category is reproduced below. Again, suppose one of the citizens is selected at random.

IQ Score

Invest in Market

No Investment

Totals

1

2

3

4

5

6

7

8

9

893

1,340

2,009

5,358

8,484

10,270

6,698

5,135

4,464

4,659

9,409

9,993

19,682

24,640

21,673

11,260

7,010

5,067

5,552

10,749

12,002

25,040

33,124

31,943

17,958

12,145

9,531

Totals

44,651

113,393

158,044

Source:Based on M. Grinblatt, M. Keloharju, and J. Linnainaa, “IQ and Stock Market Participation,” The Journal of Finance, Vol. 66, No. 6, December 2011 (data from Table 1 and Figure 1).

a.Given that the Finnish citizen has an IQ score of 6 or higher, what is the probability that he/she invests in the stock market?

b.Given that the Finnish citizen has an IQ score of 5 or lower, what is the probability that he/she invests in the stock market?

c.Based on the results, parts a and b, does it appear that investing in the stock market is dependent on IQ? Explain.

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