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Online user’s decision making in “Like Economy”: 
An investigation of advertising effectiveness and 
석사 2학기 정효경 
2014.06.19 
accumulated quantity of like-click
• Introduction 
• background, motivation, and objective 
• Research Model and Hypothesizes 
1. 
2. 
3. 
4. 
• Methodology and Data Collection 
• Expected Implementations
1 Introduction 
 1.1 Research background 
 1.2 Research motivation & objectives
1.1 Research background 
 Online user’s decision making in Like Economy: The impact of 
advertisement and existing quantity of lick-click 
Title: 
Research background: 
 On-line contents (service) providers 
 Like-click (button) 
 Customers’ willingness to conduct a like-click 
 Provider’s benefit from obtaining like-clicks
1.2 Research motivations & objective 
A large number of accumulated like-clicks can bring several benefits: 
 Implies a high popularity among the target users 
 Attracts other users 
 Attracts more sponsors or investment 
 Increases the value of the product (e.g., website) 
Research questions: 
 Whether the accumulated quantity of like-clicks can attract more like-clicks? 
 What is an appropriate advertisement investment under different levels 
of accumulated lick-clicks? 
 What factors (e.g., product familiarity) will influence the impact of the 
above two factors on the users’ willingness to click “like”?
2 Research Model and Hypothesizes 
 2.1 Theoretical background 
 2.2 Research model & Hypothesizes
2.1 Theoretical background 
Literatures about Advertising Effectiveness (vividness, creditability, utility) 
 Vividness means the representational richness of a mediated environment as defined by its 
formal features; that is, the way in which an environment presented information to the senses. 
(Steuer 1991) 
 Gibson (1966) defined five distinct perceptual systems which can describe vividness: the 
basic orienting system, which is responsible for maintaining body equilibrium; the auditory 
system; the haptic or touch, system; the taste-smell system; and the visual system. Inputs to 
several of these systems from a single source can be considered informationally equivalent 
(Gibson, 1966). 
 Gotlieb and Sarel (1991)studied the effect of source creditability on advertising brand and 
customer’ s purchase intention. Results suggest that when higher involvement is activated and 
a source of higher credibility is included in the advertisements, comparative advertising for a 
new brand has a more positive effect on purchase intentions than non-comparative advertising.
2.1 Theoretical background 
Literatures about Advertising Effectiveness (vividness, creditability, utility) 
 Ad credibility is defined as the extent to which the consumer perceives claims made about the brand 
in the ad to be truthful and believable, consisting of three constructs: perceived ad claim 
discrepancy, advertiser credibility, and advertising credibility. (Mackenzie and Lutz 1989). 
 Advertising credibility represents consumers‘ perceptions of the truthfulness and 
believability of advertising in general, not simply the particular ad in question. 
 Advertiser credibility, the perceived truthfulness or honesty of the sponsor of the ad. 
 Olney defines the utilitarianism of an Ad, means that whether the contents of an Ad can provide 
usefulness and valuable information for consumers. According to his study, three attitudinal 
components about Ads (hedonism, utilitarianism, and interestingness) have a meaningful impact on 
the brand attitude and preference. (Olney 1991) 
 Important-not important 
 Informative-uninformative 
 Helpful-not helpful 
 Useful-not useful
2.1 Theoretical background 
Literatures about Uncertainty & Product Familiarity: 
 Uncertainty was characterized as an artifact of imperfect information. (Knight 1921) 
 Product uncertainty was originally proposed by Arrow (1963), was recently identified as a 
serious impediment to online market. It is defined as the consumer’s difficulty in evaluating 
product attributes and predicting how a product will perform in the future. (Dimoka et al. 2012, 
Ghose 2009, Kim and Krishnan 2013) 
 Product familiarity is defined as the level of previous knowledge and usage experience with a 
product class (Johnson and Russo 1984) 
 Product familiarity is based on the person‘s self report of how much she or he knows about 
the product. (Lichtenstein and Fischhoff 1977) 
 When consumers are not familiar with a product class, they are likely to have a higher 
product uncertainty because of unclear preferences that makes it difficult to identify a group 
of products and lack of knowledge on the product’s experience attributes. (Rao and Monroe 
1988)
2.1 Theoretical background 
Literatures about word of mouth (WOM): 
 The earliest study on the effectiveness of WOM is survey based (Katz and Lazarsfeld 1955) 
and was followed by more than 70 marketing studies, most of them also inferring WOM 
from self-reports in surveys (Godes and Mayzlin 2004; Money et al. 1998). 
 WOM involves unpaid interpersonal communication between people connected through a 
communication channel (Godin, 2001; Reingen and Kernan, 1986), and has a strong impact 
on consumers’ adoptions which has been confirmed by many studies on consumer behavior 
and attitude (Borgida and Nisbett 1977; Grewal et al. 2003; Herr et al. 1991), especially with 
regard to the diffusion of innovations (e.g., Brown and Reingen, 1987; Childers, 1986; Herr 
et al, 1991). 
 Online WOM usually involves personal experiences and opinions transmitted through some 
behaviors (e.g., written). An advantage of the written word is that people can seek 
information at their own pace. These behaviors may also transmit the information in a more 
intact manner and make the information appear more formal. (Sun et al. 2006)
2.2 Research model & Hypothesizes 
Advertising 
effectiveness 
Credibility 
H2a H2b 
Measurement(Meas.) of antecedent variables of advertising effectiveness 
Variables Meas. 1 Meas. 2 Meas. 3 Meas. 4 Theory 
Vividness auditory visual touch / Gibson 
Creditability 
advertising 
credibility 
advertiser 
credibility 
/ / 
Mackenzie 
and Lutz 
Utility 
Important or 
not 
Informative or 
not 
Helpful or 
not 
Useful or not Olney 
Product 
Familiarity 
Familiarity or 
not 
Rao and Mo 
nroe 
Accumulated quantity 
of like-click 
Willingness to click 
“like” 
Product Familiarity 
Vividness 
(interesting) 
Utility 
(Useful) 
H1a 
H1b
2.2 Research model & Hypothesizes 
Advertising 
effectiveness 
Accumulated quantity 
of like-click 
Product Familiarity 
Credibility 
Vividness 
(interesting) 
Utility 
(Useful) 
H1a 
H2a H2b 
H1b 
H1a: Advertisement effectiveness has a positive impact on users’ like-click intention. 
Willingness to click 
H1b: Accumulated quantity of like-click has a positive impact on users’ like-click intention. 
H2a: 
“like” 
Product Familiarity moderates the impact of advertisement effectiveness on users’ like-click 
intention. 
H2b: 
Product Familiarity moderates the impact of accumulated quantity of like-click on users’ like-click 
intention.
3 Research Method & Data Collection
3. Research Method & Data Collection 
Control variables: 
 인구통계적 변수 (나이, 성별, 등) 
 소셜미디어를 활용 숙련도과 빈도 
Data Collection: 
 제품에 관한 숙련 정도 도 설문문항으로 응답대상한테 질문 
 광고에 관한 효과의 측정은 설문조사로 할 생각 
 광고 본 대상한테 설문지를 나누고, 광고에 대해 vividness, credibility, utility세가지 층면에 각각 평가 점수를 얻어 
합여서 중합점수로 광고의 효관를 평가할 생각입니다. 
Research Method: 
 Smart PLS로 수집된 테이터를 분석을 통해 관연 가설과 같이 결과가 나온지 검증
4 Expected Implications
4. Implementations and Contributions 
Expected Research Implementations: 
 Propose a new sight of information management in Like Economy. 
 Analyze users’ willingness to click “like” on the relationship with advertisement and 
accumulated like-click. 
 Give a decision-making aid for managers to select the appropriate advertisement 
investment policy under different levels of accumulated like-clicks.
Thank you 
감사합니다 
Q&A

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연구 계획서 Fianl 정효경(1)

  • 1. Online user’s decision making in “Like Economy”: An investigation of advertising effectiveness and 석사 2학기 정효경 2014.06.19 accumulated quantity of like-click
  • 2. • Introduction • background, motivation, and objective • Research Model and Hypothesizes 1. 2. 3. 4. • Methodology and Data Collection • Expected Implementations
  • 3. 1 Introduction  1.1 Research background  1.2 Research motivation & objectives
  • 4. 1.1 Research background  Online user’s decision making in Like Economy: The impact of advertisement and existing quantity of lick-click Title: Research background:  On-line contents (service) providers  Like-click (button)  Customers’ willingness to conduct a like-click  Provider’s benefit from obtaining like-clicks
  • 5. 1.2 Research motivations & objective A large number of accumulated like-clicks can bring several benefits:  Implies a high popularity among the target users  Attracts other users  Attracts more sponsors or investment  Increases the value of the product (e.g., website) Research questions:  Whether the accumulated quantity of like-clicks can attract more like-clicks?  What is an appropriate advertisement investment under different levels of accumulated lick-clicks?  What factors (e.g., product familiarity) will influence the impact of the above two factors on the users’ willingness to click “like”?
  • 6. 2 Research Model and Hypothesizes  2.1 Theoretical background  2.2 Research model & Hypothesizes
  • 7. 2.1 Theoretical background Literatures about Advertising Effectiveness (vividness, creditability, utility)  Vividness means the representational richness of a mediated environment as defined by its formal features; that is, the way in which an environment presented information to the senses. (Steuer 1991)  Gibson (1966) defined five distinct perceptual systems which can describe vividness: the basic orienting system, which is responsible for maintaining body equilibrium; the auditory system; the haptic or touch, system; the taste-smell system; and the visual system. Inputs to several of these systems from a single source can be considered informationally equivalent (Gibson, 1966).  Gotlieb and Sarel (1991)studied the effect of source creditability on advertising brand and customer’ s purchase intention. Results suggest that when higher involvement is activated and a source of higher credibility is included in the advertisements, comparative advertising for a new brand has a more positive effect on purchase intentions than non-comparative advertising.
  • 8. 2.1 Theoretical background Literatures about Advertising Effectiveness (vividness, creditability, utility)  Ad credibility is defined as the extent to which the consumer perceives claims made about the brand in the ad to be truthful and believable, consisting of three constructs: perceived ad claim discrepancy, advertiser credibility, and advertising credibility. (Mackenzie and Lutz 1989).  Advertising credibility represents consumers‘ perceptions of the truthfulness and believability of advertising in general, not simply the particular ad in question.  Advertiser credibility, the perceived truthfulness or honesty of the sponsor of the ad.  Olney defines the utilitarianism of an Ad, means that whether the contents of an Ad can provide usefulness and valuable information for consumers. According to his study, three attitudinal components about Ads (hedonism, utilitarianism, and interestingness) have a meaningful impact on the brand attitude and preference. (Olney 1991)  Important-not important  Informative-uninformative  Helpful-not helpful  Useful-not useful
  • 9. 2.1 Theoretical background Literatures about Uncertainty & Product Familiarity:  Uncertainty was characterized as an artifact of imperfect information. (Knight 1921)  Product uncertainty was originally proposed by Arrow (1963), was recently identified as a serious impediment to online market. It is defined as the consumer’s difficulty in evaluating product attributes and predicting how a product will perform in the future. (Dimoka et al. 2012, Ghose 2009, Kim and Krishnan 2013)  Product familiarity is defined as the level of previous knowledge and usage experience with a product class (Johnson and Russo 1984)  Product familiarity is based on the person‘s self report of how much she or he knows about the product. (Lichtenstein and Fischhoff 1977)  When consumers are not familiar with a product class, they are likely to have a higher product uncertainty because of unclear preferences that makes it difficult to identify a group of products and lack of knowledge on the product’s experience attributes. (Rao and Monroe 1988)
  • 10. 2.1 Theoretical background Literatures about word of mouth (WOM):  The earliest study on the effectiveness of WOM is survey based (Katz and Lazarsfeld 1955) and was followed by more than 70 marketing studies, most of them also inferring WOM from self-reports in surveys (Godes and Mayzlin 2004; Money et al. 1998).  WOM involves unpaid interpersonal communication between people connected through a communication channel (Godin, 2001; Reingen and Kernan, 1986), and has a strong impact on consumers’ adoptions which has been confirmed by many studies on consumer behavior and attitude (Borgida and Nisbett 1977; Grewal et al. 2003; Herr et al. 1991), especially with regard to the diffusion of innovations (e.g., Brown and Reingen, 1987; Childers, 1986; Herr et al, 1991).  Online WOM usually involves personal experiences and opinions transmitted through some behaviors (e.g., written). An advantage of the written word is that people can seek information at their own pace. These behaviors may also transmit the information in a more intact manner and make the information appear more formal. (Sun et al. 2006)
  • 11. 2.2 Research model & Hypothesizes Advertising effectiveness Credibility H2a H2b Measurement(Meas.) of antecedent variables of advertising effectiveness Variables Meas. 1 Meas. 2 Meas. 3 Meas. 4 Theory Vividness auditory visual touch / Gibson Creditability advertising credibility advertiser credibility / / Mackenzie and Lutz Utility Important or not Informative or not Helpful or not Useful or not Olney Product Familiarity Familiarity or not Rao and Mo nroe Accumulated quantity of like-click Willingness to click “like” Product Familiarity Vividness (interesting) Utility (Useful) H1a H1b
  • 12. 2.2 Research model & Hypothesizes Advertising effectiveness Accumulated quantity of like-click Product Familiarity Credibility Vividness (interesting) Utility (Useful) H1a H2a H2b H1b H1a: Advertisement effectiveness has a positive impact on users’ like-click intention. Willingness to click H1b: Accumulated quantity of like-click has a positive impact on users’ like-click intention. H2a: “like” Product Familiarity moderates the impact of advertisement effectiveness on users’ like-click intention. H2b: Product Familiarity moderates the impact of accumulated quantity of like-click on users’ like-click intention.
  • 13. 3 Research Method & Data Collection
  • 14. 3. Research Method & Data Collection Control variables:  인구통계적 변수 (나이, 성별, 등)  소셜미디어를 활용 숙련도과 빈도 Data Collection:  제품에 관한 숙련 정도 도 설문문항으로 응답대상한테 질문  광고에 관한 효과의 측정은 설문조사로 할 생각  광고 본 대상한테 설문지를 나누고, 광고에 대해 vividness, credibility, utility세가지 층면에 각각 평가 점수를 얻어 합여서 중합점수로 광고의 효관를 평가할 생각입니다. Research Method:  Smart PLS로 수집된 테이터를 분석을 통해 관연 가설과 같이 결과가 나온지 검증
  • 16. 4. Implementations and Contributions Expected Research Implementations:  Propose a new sight of information management in Like Economy.  Analyze users’ willingness to click “like” on the relationship with advertisement and accumulated like-click.  Give a decision-making aid for managers to select the appropriate advertisement investment policy under different levels of accumulated like-clicks.

Editor's Notes

  1. 中间发表的时候,教授说广告模块,没有测量标准。因此,在寻找广告效果的measurement的时候,找到了一些之前的论文研究所总结而来的广告特性。即,广告为什么会有效果,是因为具有某些特性,能够抓住消费者的眼球。这些广告的特性与广告的效果是息息相关的,因此许多研究中,以这些特性来衡量广告的效果。因此本研究也采用他们的思路。 当前国内外的一些关于广告效果的研究一般都以Advertising effectiveness名词出现,指的就是广告效果的前置变量,即影响广告效果的那先关键因素。所以综合以前的研究,我们找到了关于广告效果的主要四个前置变量。即,广告包含的特性。-互动性,生动性,可信性,有用性。四个层面来评价广告的效果。 但是针对于广告本身,互动性的定义,主要指广告商和顾客之间的互动,即,消费者和厂商之间能够就广告信息进行双向沟通。厂商可以根据客户和网名的反应及时的发现广告产品需求,而客户和网名则能够将自己的意见方便快捷的反馈给厂商。我们研究的背景是基于social media website上的广告宣传效果。站在消费者的立场,就广告本身而言,我们不考虑互动性的影响。做了一个简单的调查,因为在social website 上面,用户更多的是广告接受方,并未与厂商直接联系。 因此,我们采用了其他三个主要特性,即, 生动性,可信性,有用性来衡量本研究中广告的效果。 首先生动性, Steuer 在1991年的论文里面,将生动性定义为“媒体环境展示的丰富性,即环境将信息传递给感官的方式。”就目前而言,广告能够通过文字,声音,图像,视频等多种形式传递,让消费者能够切身的感受到产品/服务的全方位的感官信息。多媒体使得这一特性更大的超过传统广告之上 J. Steuer, “Defining virtual reality: Dimensions determining telepresence,” Journal of Communication, 1992, Vol. 42, pp. 73-93. Gibson将生动性划分成基础导向,听觉,触觉,味觉,嗅觉,和视觉这五个维度,我们可以根据他的研究,在做生动性问卷调查的时候,可以将这些广告的感觉系统地分为3种不同水平(中高低,来询问观看者的反应,在综合评价生动性。 Gibson. J. J . (1906). The sense considered as perceptual system. Boston: Houghton Mifflin 可信性 Jerry B Gotlieb 和 Dan Sarel 研究了可信度对于广告品牌和购买意向的影响,结果表明当广告中的信息源的可信性更高时,一个新品牌的广告将会对品牌态度和购买倾向产生更加积极的作用。基于这些理论,这里我们认为,当广告接受者认为广告的来源更加可信的话,就会更加愿意点赞,将该内容分享出去。 Jerry B Gotlieb, Dan Sarel。 Comparative advertising effectiveness: the role of involvement and source credibility. Journal of advertising 1991, 20(winter):38-45
  2. 接着可信性 Mackenzie and Lutz认为广告的可信性是指接受方所感知到的广告中关于品牌诉求的真实性和可信程度,包括广告商的可信性,广告内容的可信性等方面。它包括四个维度: 所有网络广告的可信程度,广告内容的感知矛盾,广告商的可信度,以及该广告投放网站的可信度。 Scott Mackenzie, Richard J Lutz. An empirical Examination of the Structural antecedents of attitude toward the Ad in an advertising protesting contest. Journal of marketing,1989,53(April):48 Ad credibility, consisting of three constructs: perceived ad claim discrepancy, advertiser credibility, and advertising credibility,这里。只考虑后面两种 -Advertising credibility represents consumers‘ perceptions of the truthfulness and believability of advertising in general, not simply the particular ad in question -advertiser credibility, the perceived truthfulness or honesty of the sponsor of the ad. 实用性: 定义为广告对于消费者来说的价值和重要程度。 Olney 的相关研究表明,广告的享乐性,有趣性,实用性等三个维度将是消费者对广告的品牌态度和偏好产生生深远地影响。 three attitudinal components (hedonism, utilitarianism, and interestingness Thomas J Olney, Morris B Holbrook, Rajeev Batra. Consumer responses to advertising: the effects of ad content, emotions ,and attitude toward the ad on viewing time. Jorunal of consumer research, 1991, 17(4):440-453
  3. 另外关于调节变量的理论依据是建立在不确定理论基础之上的。 当广告商将产品广告呈现给顾客的时候,我们假设由于顾客所持有的知识程度不同(对产品的熟悉程度也会有说区别),因此对广告的反应也会有所区别。 而且当顾客对广告产品熟悉程度比较高(自己所持有的知识和体验)时,那么广告对他的视觉,听觉,等等之类的刺激就会比较小。反之,当熟悉程度比较低的时候,在做出决策的时候,就会更加的受到外来因素的干扰,受外来的刺激比较大。比如本研究中提出的,广告的宣传效果和已经累积的点击量。因此,在此研究中,我们把对产品的熟悉程度作为调节广告宣传效果和累积的点击量,对顾客赞意识影响关系的调节变量。 参考文献: Knight FH (1921) Risk, Uncertainty and Profit (Houghton Mifflin, New York). Arrow KJ (1963) Uncertainty and the welfare economics of medical care. Amer. Econom. Rev. 53(5):941–973. Dimoka A, Hong Y, Pavlou PA (2012) On product uncertainty in online markets: Theory and evidence. MIS Quart. 32(2):395–426. Ghose A (2009) Internet exchanges for used goods: An empirical analysis of trade patterns and adverse selection. MIS Quart. 33(2):263–291. Kim Y, Krishnan R (2013) On product-level uncertainty and online purchase behavior: An empirical analysis. Management Sci. Forthcoming. Johnson EJ, Russo JE (1984) Product familiarity and learning new information. J. Consumer Res. 11(1):542–550. Lichtenstein, Sarah, and Fishhoff, Baruch (1977), "Do Those Who Know More Also Know More about How Much They Know?" Organizational Behavior and Human Performance. 20, 159-83. Rao AR, Monroe KB (1988) The moderating effect of prior knowledge on cue utilization in product evaluations. J. Consumer Res. 15(2):253–264.
  4. 前面说到当顾客的熟悉程度较低的时候, 就会受外来的因素的干扰较多,比如周边人的行文(累积的点赞量)等,因此,这里我们将提到的累积的点击量基于网络口传效果理论之上来研究。 (Tao Sun, Seounmi Youn, Guohua Wu, and Mana Kuntaraporn 2006) WOM involves unpaid interpersonal communication between people connected through a communication channel (Godin, 2001; Reingen & Kernan, 1986). WOM has been found to play a pivotal role in shaping attitudes and behaviors, especially with regard to the diffusion of innovations (e.g., Brown & Reingen, 1987; Childers, 1986; Herr, Kardes, & Kim, 1991). 参考文献: Katz, Elihu and Paul F. Lazarsfeld (1955), Personal Influence; The Part Played by People in the Flow of Mass Communications. Glencoe, IL: The Free Press. Godes, David and Dina Mayzlin (2004), “Using Online Conversations to Study Word-of-Mouth Communication,” Marketing Science, 23 (4), 545–60. Money, Bruce R., Mary C. Gilly, and John L. Graham (1998), “Explorations of National Culture and Word-of-Mouth Referral Behavior in the Purchase of Industrial Services in the United States and Japan,” Journal of Marketing, 62 (October), 76–87. Godin, S. (2001). Unleashing Ideavirus. Dobbs Ferry, NY: Do You Zoom, Inc. Reingen, P. H., & Kernan, J. B. (1986). Analysis of referral networks in marketing: Methods and illustration. Journal of Marketing Research, 23(4), 370–378. Eugene Borgida and Richard E. Nisbett. The Differential Impact of Abstract vs. Concrete Information on Decisions. Journal of Applied Social Psychology. September 1977, Volume 7, Issue 3, pages 258–271 Grewal et al., 2003. Effects of Wait Expectations and Store Atmosphere Evaluations on Patronage Intentions in Service-Intensive Retail Stores. Journal of Retailing, 79 (4) (2003), pp. 259–268 Brown, J. J., & Reingen, P. H. (1987). Social ties and word-of-mouth referral behavior. Journal of Consumer Research, 14(3), 350–362. Childers, T. L. (1986). Assessment of the psychometric properties of an opinion leadership scale. Journal of Marketing Research, 23(2), 184–188. Herr, P. M., Kardes, F. R., & Kim, J. (1991). Effects of word-of-mouth and product-attribute information on persuasion: An accessibility-diagnosticity perspective. Journal of Consumer Research, 17(4), 454–462. Tao Sun, Seounmi Youn, Guohua Wu and Mana Kuntaraporn. Online Word-of-Mouth (or Mouse): An Exploration of Its Antecedents and Consequences. Journal of Computer-Mediated Communication Volume 11, Issue 4, pages 1104–1127, July 2006
  5. 因此,我们画出了经过修改后的模型。
  6. 本研究的主要模型和假设
  7. 控制变量 人后人口统计资料(年龄,性别,等) Social media的熟练程度,使用频率 数据收集: 累积额思点击量 Product familarity也以问卷调查的形式向调查对象询问 广告效果的measurement, 从 vividness, credibility, utility这三个方面来问卷调查,得出一个总的评分,来标记广告效果 研究方法: Smart pls 来分析收集到的数据。