Online Social Media as a Publicity Platform Kai-Lung Hui, PhD Department of Information Systems, Business Statistics, and Operations Management Hong Kong University of Science & Technology
Spanish Chamber of Commerce, March 28, 2012
(c) K.L. Hui, 2012
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Nature of Online Social Media • Web 2.0 – often user-driven • Social multiplier effect – People directly affect others’ behavior through communication (aka “word of mouth”) – Friendship networks – A person’s behavior conveys useful information to others (aka “observational learning”) – Herding (“let me follow others”) Spanish Chamber of Commerce, March 28, 2012
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Why Publicity in Online Social Media? • A new channel of reaching consumers – Wide reach – Often cheaper; so, good for niche products
• Less biased – cf. advertising and sales promotions
Spanish Chamber of Commerce, March 28, 2012
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Wide Reach – China • • • • • •
TV households: Number of magazines: Number of newspapers: Number of publishing houses: Internet subscribers: Broadband penetration:
Source: CMM Intelligence
Spanish Chamber of Commerce, March 28, 2012
396 million 9,468 1,938 578 256 million 85%
How to advertise? Which channel to select, and effectiveness? (c) K.L. Hui, 2012
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Good for Niche Products (1) Distribution of music album sales, and the 80/20 rule
Spanish Chamber of Commerce, March 28, 2012
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Good for Niche Products (2) On music blogs
Source: Dewan and Ramaprasad (2012)
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Motivation to Go Online – China
So, people do respond to publicity efforts
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Motivation to Go Online – China
These sound very promising!
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Motivation to Go Online – China
Spanish Chamber of Commerce, March 28, 2012
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Key Outstanding Issues • To what extent does the interaction in online social media help a business? • Is the effect similar to traditional media? • How can a company make use of online social media to promote its business? Spanish Chamber of Commerce, March 28, 2012
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Impact of Online Social Media: Some Evidence • Dewan and Ramaprasad (2012) – How blogs on The Hype Machine affected music album sales on Amazon.com
• Music sampling is positively associated with both blog and music popularity • The effect is stronger for: – newly released songs – the “long tail” than the “body” Spanish Chamber of Commerce, March 28, 2012
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The Long Tail
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Impact of Online Social Media: Some Evidence • Rui et al. (2012) – How Tweets affect movie sales
• The chatters on Tweeter mattered – Positive Tweeter word of mouth (WOM) increased movie sales; negative WOM decreased movie sales
• Impact of WOM on movie sales is stronger for: – influential users (measured by number of followers) than less influential users
• The authors of the Tweets also mattered! Spanish Chamber of Commerce, March 28, 2012
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Author Effect
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Impact of Online Social Media: Some Evidence • Wang et al. (2010) – How media publicity and online WOM affected movie sales in China
• Chinese consumers are more likely to rely on interpersonal communications by social media than U.S. consumers – Both media publicity on Sina.com (新浪网) and online WOM on Baidu Tieba (百度贴吧) increased the probability for consumers to watch a movie – Online WOM on Baidu Tieba (百度贴吧) increased the probability for consumers to follow others Spanish Chamber of Commerce, March 28, 2012
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Impact of Online Social Media: Some Evidence • Movie sales in China
Spanish Chamber of Commerce, March 28, 2012
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Problems and Challenges • How do we know that publicity campaigns on online social media helped? – Album sales and blog posts – Movie revenue and tweets –…
• Alternative explanations – Advertising or general media publicity in the same period – Other unobserved attributes (e.g., popular artists) – Reverse causation Spanish Chamber of Commerce, March 28, 2012
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More Indicative Methods • Field experiments – Better control of other factors, such as artist popularity or other publicity – Allow for focused testing of interested effects (e.g., friendship influences) – The findings would apply directly to interested companies (and probably businesses in the same or similar industries) Spanish Chamber of Commerce, March 28, 2012
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Friendship Influence: An Experiment • Setting: – SMS seeding service in Guangzhou, China – Messages range from jokes, greeting message, news, to household tips
• Sample: – 300,000 users of the company, and their friends – None of these users were “friends” in our preexperimental period Spanish Chamber of Commerce, March 28, 2012
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Experimental Design
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Findings (Stage 1) Average reply rates
Joke Spanish Chamber of Commerce, March 28, 2012
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Findings (Stage 1) Average forward rates
Nothing
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Friend greeting
Friend joke
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System greeting
System joke
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Alternative Explanations • Maybe the friends have merely helped us identify the more active users • How to eliminate user characteristics and identify friendship influences? – Ans: Repeat experiment in Stage 2 with treatments reversed
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Findings (Stages 1 and 2) VARIABLES period Other inbound messages Seeded Seeded * Joke Seeded * Friend Seeded * Joke * Friend
(1) GR: M2 -0.207*** (0.006) 0.009 (0.006) -0.009 (0.008) -0.011 (0.013) 0.019 (0.081) -0.124 (0.142)
(2) GR: Other -2.931*** (0.052) 0.275** (0.122) -0.086* (0.048) -0.089 (0.080) 1.187** (0.472) -3.777*** (1.259)
(3) GR: All -3.138*** (0.054) 0.283** (0.126) -0.094* (0.051) -0.100 (0.084) 1.206** (0.497) -3.901*** (1.278)
Greeting from friend
7.950*** (0.876) -12.857*** (0.958) -0.138*** (0.054) -0.161*** (0.061) 3.658*** (0.044)
8.336*** (0.928) -13.628*** (1.028) -0.156*** (0.057) -0.180*** (0.064) 3.922*** (0.046)
600000 0.033 300000
600000 0.034 300000
3.793*** (0.036)
4.064*** (0.037)
600000 0.004 300000
600000 0.023 300000
600000 0.024 300000
600000 0.006 300000
Joke from system
Commerce, March 28, 2012
(6) Actual: All -2.813*** (0.051) 0.300** (0.133)
0.270*** (0.004)
Greeting from system
Observations R-squared Number of focal users Spanish Chamber of
(5) Actual: Other -2.625*** (0.049) 0.289** (0.129)
0.387*** (0.141) -0.771*** (0.193) -0.018* (0.010) -0.019* (0.010) 0.265*** (0.006)
Joke from friend
Constant
(4) Actual: M2 -0.188*** (0.006) 0.010* (0.006)
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Viral Marketing • Viral index V = N * Cr – N: Number of friends that a user forward the message to – Cr: Conversion rate
• Objective: V > 1
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Viral Marketing
Source: Kalyanam et al. (2007) Spanish Chamber of Commerce, March 28, 2012
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Example – Plaxo
Source: Kalyanam et al. (2007)
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Who Should We Approach and Affect? • Common belief – the “influentials” (opinion leaders), or hyper influentials • Findings (Watts and Dodds 2007)
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Implications • Except for hyper influential users, general “opinion leaders” may not help more than having a large network of users • So, the objective should be to reach out to as many friends in a network as possible!
Spanish Chamber of Commerce, March 28, 2012
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Social Media in China
Spanish Chamber of Commerce, March 28, 2012
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Some Weibo Patterns • Please refer to: http://blog.sina.com.cn/s/blog_672349b3010 0sjg3.html
American Chamber of Commerce, March 21, 2012
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Overall Picture • Online social media is attractive as a publicity platform because: – It is relatively “cheap” – It has wide reach to consumers – It helps a firm leverage on friendship networks, or others’ influences
• Key managerial issues: – Does it really have an impact on driving sales? – Is the effect similar to traditional media? – What should firms pay attention to when using online social media as a publicity platform? Spanish Chamber of Commerce, March 28, 2012
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On Impacts • Abundant studies that show a positive impact – – – –
Blogs helped music sales Tweets helped movie sales Artists’ posts in MySpace affected album sales Blogs helped movie sales in China
• Chinese seem to particularly rely on interpersonal communications in online social media • But, we have to be careful about causality – some of these findings could be spurious Spanish Chamber of Commerce, March 28, 2012
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Nature of the Impacts • The impact of online social media could be asymmetric across products – Perhaps more helpful for niche products, the socalled “long tail” – For mainstream products, the benefit is less apparent
• Authorship also matters – Hyper-influential authors may particularly help! Spanish Chamber of Commerce, March 28, 2012
(c) K.L. Hui, 2012
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Friendship Effects • There seems to be a robust influence due to “friends” – Promise of viral marketing
• As long as the referral or advice comes from a friend, whether the friend is influential or not may not make a huge difference – V = N * Cr
Spanish Chamber of Commerce, March 28, 2012
The traditional focus (c) K.L. Hui, 2012
Maybe we should focus on the network size instead … 35
Finding the Right Networks in China • Blogs, instant messaging, and BBS are all good • People particularly like to share and seek advice, and they listen to others more than the company/”authority” • Time profile of access is important – Wednesday and Thursday – Lunch and late evening hours – Catching the wave is important! Spanish Chamber of Commerce, March 28, 2012
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Questions/Comments • Contact information: – Kai-Lung Hui, Dept of ISOM, HKUST, Hong Kong – Email:
[email protected]
Spanish Chamber of Commerce, March 28, 2012
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