=Paper= {{Paper |id=Vol-2089/2_Oyibo |storemode=property |title=The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria |pdfUrl=https://ceur-ws.org/Vol-2089/2_Oyibo.pdf |volume=Vol-2089 |authors=Kiemute Oyibo,Ifeomaa Adaji,Rita Orji,Julita Vassileva |dblpUrl=https://dblp.org/rec/conf/persuasive/OyiboAOV18 }} ==The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria== https://ceur-ws.org/Vol-2089/2_Oyibo.pdf
    The Susceptibility of Africans to Persuasive Strategies:
                   A Case Study of Nigeria

           Kiemute Oyibo1, Ifeoma, Adaji1, Rita Orji2, and Julita Vassileva1

                      1
                          University of Saskatchewan, Saskatoon, Canada
{[kiemute.oyibo, ifeoma.adaji]@usask.ca, jiv@cs.usask.ca}
                             2 Dalhousie University, Halifax, Canada

                                 {rita.orji@dal.ca}

       Abstract. Persuasive technology has become popular in recent years as an effec-
       tive tool for changing behavior. However, research on the African population is
       scarce. Consequently, we conducted a study among 88 participants to determine
       their persuasion profile using Nigeria as a case study. Specifically, we investi-
       gated their level of susceptibility to Cialdini’s persuasive strategies—Authority,
       Commitment, Consensus, Liking, Reciprocity and Scarcity—which are currently
       being applied in persuasive technology design. Moreover, we investigated how
       gender moderates the responsiveness of Nigerians to these strategies. The results
       of our analysis showed that Nigerians are susceptible to all six strategies, with
       Commitment, Reciprocity, Authority and Liking being the most persuasive strat-
       egies, and Consensus and Scarcity being the least persuasive strategies. Moreo-
       ver, males are more susceptible to Commitment and Authority than females. Fi-
       nally, we compared our finding with that of a similar study in the literature. Our
       main contribution to knowledge is the uncovering of the persuasion profile of
       Nigerians with respect to Cialdini’s persuasive strategies. Hitherto, this demo-
       graphic has been understudied in persuasive technology research.

       Keywords: Persuasive Technology, Persuasive Strategies, Personalization,
       Cialdini, Susceptibility, Nigeria, Gender Difference, Rating, Ranking, Culture.

1      Introduction
Persuasive technologies are interactive systems that are intentionally designed to bring
about behavior change through system-based or social influence. In recent years, the
use of persuasive technologies have gained traction in many fields of human endeavors,
e.g., health, commerce, etc. However, research [1, 2] has shown that persuasive tech-
nologies will be more effective in changing behavior if they are personalized to users.
   However, in persuasive technology research, there are limited studies that have in-
vestigated the influence of culture on the susceptibility of individuals to persuasive
strategies [3]. More specifically, the African continent has been practically left behind
in human-computer interaction (HCI) research in general, despite the fact that it is one
of the fastest growing mobile markets worldwide [4]. Most prior research efforts have
been focused on the Western/Asian demographics [5]. For example, in Orji and
Moffatt’s [6] systematic review of persuasive technologies, 38% of the 85 studies re-
viewed were conducted in the United States, 19% in the Netherlands, 6% in Taiwan,
and 5% each in Finland and Japan. None of the reviewed studies was conducted in


Copyright © 2018 held by the paper’s authors. Copying permitted for private and academic
purposes.
In: R. Orji, M. Kaptein, J. Ham, K. Oyibo, J. Nwokeji (eds.): Proceedings of the Personalization
in Persuasive Technology Workshop, Persuasive Technology 2018, Waterloo, Canada,
17-04-2018, published at http://ceur-ws.org
9             The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria


Africa. This exemplifies the dearth of knowledge on the African population in persua-
sive technology research. To advance research in this area, we investigated the level of
responsiveness of Nigerians to Cialdini’s six persuasive strategies: Authority, Commit-
ment, Consensus, Liking, Reciprocity and Scarcity. We chose Nigeria as a case study
because it is the most populous country in Africa and has the largest number of Internet
users in Africa as well [7].
   We conducted an online survey to determine the persuasion profile of Nigerians with
respect to Cialdini’s principles of persuasion and the moderating effect of gender. The
results of our analysis show that Nigerians are responsive to all of the six persuasive
strategies. They are most susceptible to Commitment, followed by Reciprocity, Au-
thority and Liking. On the other hand, they are least susceptible to Consensus, followed
by Scarcity. Moreover, our results reveal that there are gender differences, with male
being more responsive to Commitment and Authority than females. Finally, we com-
pared the result of our study with that of a similar study in the extant literature to un-
cover the similarities and differences in persuasion profiles with respect to Cialdini’s
persuasive strategies.
   The rest of this paper is organized as follows. Section 2 focuses on background and
related work. Section 3 focuses on methodology. Section 4 focuses on the result. Sec-
tion 5 focuses on the discussion. Finally, Section 6 focuses on the conclusion.

2      Background and Related Work
This section provides a background and a review of related work on Cialdini’s persua-
sive strategies.
2.1     Cialdini’s Persuasive Strategies
Cialdini’s [8] persuasive strategies are known as universal principles of influence. They
are six in number and are widely applied in persuasive technology research [2] just as
in marketing and advertising [9].
Authority. The Authority principle of persuasion holds that people are more likely to
listen and obey those in positions of authority than those who are not [8]. This means
that they are more likely to follow the lead of authority figures whom they consider
knowledgeable and credible experts in their fields, even though this may not be true. In
the context of persuasive technology, this means users are more likely to use a system
if they consider the designers of the system or the featured change agents as credible.
Commitment. The Commitment principle holds that people are more likely to take a
certain course of action if they commit to it verbally or in a written form [8]. Specifi-
cally, people tend to keep their commitment and promises in order to maintain and
preserve their self-image, even when the original motivation for performing such an
action is removed. In the context of persuasive technology, this means a user is more
likely to perform a given behavior if s/he commits to doing it, e.g., by setting goals.
Consensus. The Consensus principle holds that people tend to look up to others around
them prior to taking a certain course of action they are uncertain about [8]. In the con-
text of persuasive technology, it is referred to as Social Learning [10]. In other words,
The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria         10


a user is more likely to perform a given behavior if s/he can observe others performing
the behavior or has seen the action and/or outcome of the behavior.
Liking. The Liking principle holds that that people are more likely to grant the request
of those they like than those they do not like [8]. In other words, people are more likely
to perform a behavior if the request to engage in the behavior is coming from someone
or a system they like or find attractive.
Reciprocity. The Reciprocity principle holds that people are more likely to do a favor
to others if they receive a favor from those persons first [8]. In the context of persuasive
technology, this means that a user is more likely to perform a given behavior if it is
initiated by a system or another user that has done a favor to him/her before.
Scarcity. The Scarcity principle holds that people are more likely to value things they
consider scarce or hard to get [8]. In the context of persuasive technology, this means
a user is more likely to perform a given behavior if s/he expects to receive a special
reward or social recognition that is uncommon for his/her accomplishment.
2.2     Related Work
In persuasive technology research, fewer studies have investigated how culture and
gender influence the effectiveness of Cialdini’s principles of persuasion. Orji et al. [11,
12] conducted a study to investigate the cultural, gender and age differences with re-
spect to individuals’ susceptibility to Cialdini’s persuasive strategies. They found that,
in general, people are more susceptible to Commitment and Reciprocity. However, the
main focus of their studies were Western and Asian populations, the findings of which
may not generalize to the African population. Selassie et al. [13] also conducted a study
on individuals’ responsiveness to Cialdini’s persuasive principles. Just like Orji et al.
[11, 12], they found that people are more responsive to Commitment and Reciprocity.
However, their study focused on the work environment in Canada. Moreover, Alkış and
Temizel [14] as well as Oyibo et al. [15] investigated the influence of personality traits
on Cialdini’s six persuasive strategies. Alkış and Temizel [14] found that each of the
Big-Five personality traits influences the level of susceptibility to one or more of
Cialdini’s persuasive strategies, while Oyibo et al. [15] found that all Big-Five person-
ality traits, except Extraversion, influence the level of susceptibility to one or more of
the persuasive strategies, except Scarcity. However, aside that their studies were on the
relationship between personality traits and Cialdini’s persuasive strategies, they fo-
cused on non-African populations: Turkey and Canada, respectively. Finally, Oyibo et
al. [16–19] conducted a number of studies on how culture, age and gender influence the
susceptibility of individuals to persuasive strategies and the interrelationships among
the strategies. However, they focused mainly on social influence strategies such as So-
cial Learning, Social Comparison and Competition. Based on this brief review, we find
that no study has investigated the susceptibility of Africans to Cialdini’s persuasive
strategies. Moreover, it is not clear whether most of the existing findings (e.g., [11, 12])
on the susceptibility of individuals to persuasive strategies can also generalize to pop-
ulations that are yet to be studied such as Africa. Thus, to expand the existing body of
knowledge, we investigated the responsiveness of individuals from Nigeria (as a case
study) to Cialdini’s persuasive strategies and the moderating effect of gender.
11                The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria


3          Method
This section covers our research objective, measurement instruments and participants’
demographics.
3.1     Research Objective
Due to the dearth of persuasive technology research on the African population, we set
out to investigate their persuasion profile using Nigeria as a case study and compare it
to existing findings among non-African populations. The persuasion profile can be used
by designers of persuasive applications to select the most effective persuasive strategies
to reach the Nigerian population [20]. Thus, we aim to address the following research
questions:
      1.    Which of the six Cialdini’s persuasive strategies are Nigerians most suscepti-
            ble to?
      2.    Which of the six Cialdini’s persuasive strategies are Nigerians least suscepti-
            ble to?
      3.    How does gender influence the level of susceptibility to the six persuasive
            strategies?
      4.    With respect to the persuasion profile of Nigerians, can the findings based on
            the rating of the six strategies be replicated by the ranking of a set of proxy
            items drawn from the respective constructs?
3.2     Measurement Instruments
To address our research questions, we adopted a two-pronged approach: (1) rating of
the strategies; and (2) ranking of six proxy items representing each persuasive strategy.
We designed an online questionnaire based on Kaptein et al.’s [2] Susceptibility to Per-
suasion Scale (STPS) and invited Nigerians to participate in our study. All of the 26
items in the six constructs were presented to participants in a randomized fashion. Table
1 shows three example items from each of the six STPS constructs. Each item ranges
from “Completely Disagree (1)” to “Completely Agree (7).” The overarching question
that preceded the items is: “Please kindly read questions and answer the following as
honestly as possible.” In addition, we asked participants to rank a set of six proxy items
(selected from the six constructs in the STPS) from “best described me (1)” to “worst
described me (6).” The ranking scale was reversed during data analysis. The proxy
items representing the respective strategies (constructs) in the STPS are presented as
follows:
     1.    Authority: I am very inclined to listen to authority figures.
     2.    Commitment: Once I have committed to do something I will surely do it.
     3.    Consensus: I often rely on other people to know what I should do.
     4.    Liking: I will do a favor for people that I like.
     5.    Reciprocity: If someone does something for me, I try to do something of similar
           value to repay the favor.
     6.    Scarcity: I believe rare products (scarce) are more valuable than mass products.
The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria                12


       Table 1. Eighteen example items from the six constructs in the 26-item STPS [2].
  Construct       Example Item in each construct
                  (1) I am very inclined to listen to authority figures.
  Authority
                  (2) I always obey directions from my superiors.
  [4 items]
                  (3) I am more inclined to listen to an authority figure than a peer.

                  (1) Once I have committed to do something I will surely do it.
  Commitment      (2) Whenever I commit to an appointment I always follow through.
  [5 items]       (3) I try to do everything I have promised to do.

                  (1) When I am in a new situation I look at others to see what I should do.
  Consensus       (2) I often rely on other people to know what I should do.
  [4 items]       (3) It is important to me to fit in.

                  (1) I will do a favor for people that I like.
  Liking          (2) If I am unsure, I will usually side with someone I like.
  [3 items]       (3) The opinions of friends are more important than the opinions.

                  (1) I always pay back a favor.
  Reciprocity     (2) When I receive a gift, I feel obliged to return a gift.
  [5 items]       (3) When someone helps me with my work, I try to pay them back.

                  (1) I believe rare products (scarce) are more valuable than mass products.
  Scarcity
                  (2) Products that are hard to get represent a special value.
  [5 items]
                  (3) I would feel good if I was the last person to be able to buy something.


3.3     Participants
Our study’s questionnaire was submitted to and approved by the ethics office of the
first author’s university. The questionnaire was posted on social media (e.g., Facebook)
and sent to potential participants via email for a chance to participate anonymously.
Participants were also given the chance to enter for a draw to win a C$50 gift card.
About a total of 100 participants from Africa (continent of origin) took part in the study.
However, after deleting the non-Nigerian participants from the dataset, we were left
with 88 participants form Nigeria for our analysis. Table 1 shows the key demographic
information of participants. Specifically, 31.8% of the participants were females, while
68.2% of them were males.
                Table 2. Participants’ demographics based on gender (n = 88)
    Criterion    Breakdown [(Female, Male) = (28, 60)]
    Age        18-24 (6, 11); 25-34 (20, 42); 35-34 (2, 6); 45-54 (0, 0); 54+ (0, 1)
               Technical/Trade School (0, 4); High School (0, 6); Bachelors (16, 30);
    Education
               Masters (9, 20); Doctorate (2, 0); Others (1, 0)
    Occupation Student (14, 40); Non-Students (14, 20)
13             The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria


4      Result
This section covers the results of our analysis, including the reliability analysis for the
STPS constructs, average scores of the constructs, interaction analysis, between-subject
analysis and within-subject analysis.
4.1     Normality Test for Dependent Variables
Before carrying out construct reliability test and Analysis of Variance (ANOVA), we
checked the normality of our data using the Shapiro-Wilk and Kolmogorov-Smirnov
tests. Five of the strategies failed the test of normality (p < 0.05). Thus, we opted for
McDonald’s omega (ω) reliability test [21] and non-parametric ANOVA [22].

4.2    Reliability Analysis
We conducted McDonald’s omega (ω) reliability test [21] using the “psych” package
in R. Our results showed that our all of the six constructs met the reliability requirement
(ω >= 0.7), except for Consensus (ω = 0.64), which had moderate reliability [23].

4.3     Mean Rating and Ranking of Persuasive Strategy Measures
To determine the level of susceptibility to the six persuasive strategies, we calculated
their overall performance. Fig. 1 shows the overall mean rating and ranking for all six
constructs for the global population. Similarly, Fig. 2 shows the mean scores for the
subgroups. Overall, participants are susceptible to all six strategies, as the overall aver-
age rating of each strategy is greater than the neutral score of 3.5. Specifically, partici-
pants rated and ranked Commitment (5.58 and 4.69) as the most persuasive. On the
other hand, they rated and ranked Consensus (3.95 and 1.94) as the least persuasive.




Fig. 1. Mean rating and ranking of persuasive strategies for global sample (Auth = Authority,
Comm = Commitment, Cons = Consensus, Like = Liking, Recip = Reciprocity, Scar = Scarcity).
The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria                                        14




Fig. 2. Mean rating and ranking of persuasive strategies for male and female subgroups).

4.4     Interaction Effect
We carried out The Aligned Rank Transform for Non-parametric Factorial Analyses
[24] using the “ARTool” package in R [25]. Our repeated measure ANOVA of the
Aligned Rank Transformed Data [22] shows that there is no interaction between strat-
egy and gender with respect to the rating measure (F5, 516 = 0.58, p > 0.05) and ranking
measure (F5, 516 = 1.12, p > 0.05). However, with respect to the rating measure, there is
a main effect of gender (F1, 516 = 16.86, p < 0.001) and a main effect of strategy (F5, 516
= 17.43, p < 0.001), while, with respect to the ranking measure, there is a main effect
of strategy only (F5, 516 = 26.96, p < 0.001).
Gender Effect: Between-Group Comparison. The between-subject effect Kruskal-
Wallis rank sum test [26] based on the rating measure further shows a gender difference
with respect to Authority (p < 0.01) and Commitment (p < 0.05), with males being more
responsive to both strategies. However, there is no gender difference with respect to the
other four strategies: Reciprocity, Liking, Scarcity and Consensus. Moreover, there is
no gender difference with respect to all of the six strategies based on the ranking meas-
ure as we have previously seen in the interaction effect analysis.

      Table 3. Between group comparisons based on non-parametric Kruskal-Wallis test
                       Rating Measure                      Ranking Measure
  Strategy Global Male Female P-Value Global Male Female P-Value
    Auth       5.07    5.35    4.46      0.0019     3.91    3.95      3.82      0.7230
   Comm        5.58    5.82    5.07      0.0351     4.69    4.92      4.21      0.1166
    Cons       3.95    4.11    3.63      0.0991     1.94    1.82      2.21      0.3444
    Like       4.84    4.97    4.54      0.2672     3.55    3.58      3.46      0.6280
   Recip       5.22    5.30    5.05      0.2357     3.83    3.73      4.04      0.4018
    Scar       4.46    4.53    4.30      0.3393     3.08    3.00      3.25      0.4141
   Note: There is a significant difference at p < 0.05 between the male’s and the female’s average scores that are bolded.


Strategy Effect: Within-Group Comparison. The finding of a main effect of strategy
with respect to the rating and ranking measures was followed up with a post-hoc pair-
15                The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria


wise comparison test, using Tukey method to correct for familywise errors due to mul-
tiple comparisons. With respect to the rating measure, the result of the Friedman-Ne-
menyi post-hoc test (see Table 4) [26] for the global population shows that 9 out of the
15 pairwise comparisons are significant at p < 0.05, e.g., Commitment-Authority, Au-
thority-Consensus, etc. Interestingly, all of the 9 significant pairwise comparisons
based on the rating measure are replicated using the ranking measure. On the other
hand, 4 out of the six non-significant pairwise comparisons based on the ranking meas-
ure are replicated using the ranking measure, e.g., Reciprocity-Authority, Authority-
Liking, Liking-Reciprocity, etc. Altogether, 13 out of the 15of the pairwise-comparison
results (86.7%) cut across the rating and ranking measures. Furthermore, for the male
subgroup, with respect to the rating measure, 9 out the 15 pairwise comparisons are
significant at p < 0.05. Out of this 9 significant pairwise comparisons, 8 are replicated
using the ranking measure, e.g., Consensus-Authority, Scarcity-Authority, etc. On the
other hand, 4 out of the 6 not-significant pairwise comparisons based on the rating
measure are replicated using the ranking measure, e.g., Reciprocity-Authority, Author-
ity-Liking, Liking-Reciprocity, etc. Altogether, 12 out of the 15 pairwise-comparison
results (80%) cut across the rating and ranking measures. Similarly, for the female
group, 13 out of the 15 pairwise-comparison results (86.7%) cut across the rating and
ranking measures. However, only two of these 13 common results (Commitment-Con-
sensus and Reciprocity-Consensus) are significant at p < 0.05 with respect to the rating
measure and cut across both measures. The limited number of significant pairwise com-
parisons for the female subgroup may be due to the limited sample size.

     Table 4. Friedman-Nemenyi post-hoc pairwise comparison of strategies (p-values shown)
                             Global                 Male                 Female
        Strategy            Rating      Ranking       Rating      Ranking       Rating      Ranking
        Comm - Auth         0.0399      0.0448        0.0689      0.0035        0.4441      0.9418
        Cons - Auth         0.0000      0.0000        0.0000      0.0000        0.1654      0.0033
        Like - Auth         0.8694      0.8164        0.3757      0.7272        1.0000      0.9609
        Recip - Auth        0.9799      1.0000        0.9998      0.9624        0.6686      0.9961
        Scar - Auth         0.0302      0.0050        0.0032      0.0044        0.9918      0.7662
        Cons - Comm         0.0000      0.0000        0.0000      0.0000        0.0006      0.0001
        Like - Comm         0.0008      0.0006        0.0001      0.0000        0.5580      0.5012
        Recip - Comm        0.2285      0.0420        0.0318      0.0001        0.9993      0.9984
        Scar - Comm         0.0000      0.0000        0.0000      0.0000        0.1539      0.2212
        Like - Cons         0.0002      0.0000        0.0038      0.0000        0.1116      0.0458
        Recip - Cons        0.0000      0.0000        0.0000      0.0000        0.0020      0.0005
        Scar - Cons         0.1472      0.0005        0.4076      0.0001        0.4653      0.1568
        Recip - Like        0.4378      0.8279        0.5530      0.9927        0.7743      0.7662
        Scar - Like         0.3995      0.1793        0.4852      0.2280        0.9735      0.9961
        Scar - Recip        0.0027      0.0054        0.0084      0.0598        0.3028      0.4476
          Note: Bolded values indicate there is a significant difference between each pair of strategies.
           Italicized values indicate pairwise comparisons based on rating and ranking do not match.
The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria                        16


4.5     Ordering of Persuasive Strategies Based on Rating and/or Ranking
Table 5 shows the ordering of the six strategies (based on the rating and ranking
measures) from the most to the least persuasive. It is based on the pairwise comparison
results shown in Table 4. Overall, irrespective of the measure used, Commitment, Rec-
iprocity, Authority and Liking are the most persuasive, while Scarcity and Consensus
are the least persuasive. It appears the persuasion profile based on the rating measure
does not match that based on the ranking measure due to the different ordering of Rec-
iprocity, Authority and Liking. However, the pairwise comparison results (see Table 4)
show that there is no significant difference at p < 0.05 between each pair of these three
strategies. Thus, the persuasion profile based on the rating measure is not different from
the persuasion profile based on the ranking measure. In fact, there are no instances in
which the pairwise comparison result based on the ranking measure opposes that based
on the rating measure or vice versa: for example, strategy A is significantly higher than
strategy B based on the rating measure, but the reverse is the case based on the ranking
measure. Instead, it is either the ranking-based result replicates the rating-based result
or there is a significant difference in the pairwise comparison based on one measure but
none based on the other measure. For example, in the global population (see Table 4),
the result of the pairwise comparison between Scarcity and Consensus is not significant
based on the rating measure but it is significant based on the ranking measure. As a
result, overall, we conclude that Scarcity is more persuasive than Consensus for the
global population, as the ranking measure helps us to break the tie between both strat-
egies based on the rating measure. Finally, given that, in the three samples, irrespective
of the measure used, Commitment comes in the first place, while Reciprocity, Authority
and Liking in the second, third and fourth places (with no significant differences be-
tween them), and Scarcity and Consensus in the last two spots, we conclude that the
persuasion profile of a given population based on the rating measure can be replicated
to a large extent by simply using the ranking measure.

      Table 5. Persuasion profiles for the Nigerians based on rating and ranking measures
   Sample                  Order of Cialdini’s Persuasiveness of Strategies
              Rating       Commitment, Reciprocity, Authority, Liking, Scarcity, Consensus
   Global
              Ranking      Commitment, Authority, Reciprocity, Liking, Scarcity, Consensus
              Rating       Commitment, Authority, Reciprocity, Liking, Scarcity, Consensus
   Male
              Ranking      Commitment, Authority, Reciprocity, Liking, Scarcity, Consensus
              Rating       Commitment, Reciprocity, Liking, Authority, Scarcity, Consensus
   Female
              Ranking      Commitment, Reciprocity, Authority, Liking, Scarcity, Consensus
 Note: No significant difference (at p < 0.05) between Reciprocity, Authority and Liking at the global and
 subgroup levels based on both measures (see Table 4). Thus, the rating and ranking profiles are similar.

4.6     Overall Persuasion Profile
To construct our overall persuasive profile for the global population and the subgroups,
we base the ordering of the strategies on their rating-based persuasiveness in descend-
ing order. However, if there is no significant difference between two strategies based
on the rating measure, we use the result of the pairwise comparison based on the ranking
measure to break the tie if it turns out there is a significant difference between the pair
of strategies in question. Table 6 shows the overall persuasion profile for the global
population and subgroups based on the rating and ranking measures. In addition, we
17                   The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria


have included Orji et al.’s [12] findings to enable us to compare and discus how our
findings are similar and/or different from theirs in Section 5. Both studies used the same
scale (STPS [2]) in the measurement of the six Cialdini’s persuasive strategies.

             Table 6. Comparison of Orji et al. [12] and our study’s persuasion profiles
Sample Study                   Order of Cialdini’s Persuasiveness of Strategies
Global Orji et al.             Commitment, Reciprocity, Liking, Authority, Scarcity, Consensus
       Ours                    Commitment, Reciprocity, Authority, Liking, Scarcity, Consensus
Male         Orji et al.       Commitment, Reciprocity, Liking, Scarcity, Authority, Consensus
             Ours              Commitment, Authority, Reciprocity, Liking, Scarcity, Consensus
             Orji et al.       Commitment, Reciprocity, Liking, Consensus, Authority, Scarcity
Female
             Ours              Commitment, Reciprocity, Liking, Authority, Scarcity, Consensus
Note: the underlined indicate where males and females differ in each study, with the bold indicating higher susceptibility


5         Discussion
The main objective of our study is to uncover the level of susceptibility of Africans to
Cialdini’s principles of persuasion using Nigerians as a case study. The results we have
presented provide answers to our four research questions stated in Section 3.1.
   With respect to our first two research questions, we have shown that, regardless of
gender, Commitment, Reciprocity, Authority and Liking are the most persuasive strat-
egies, while Consensus and Scarcity are the least persuasive strategies. Pairwise, we
have shown that some strategies are more persuasive than others. In the context of per-
suasive systems design, the implications of our findings based on the results of the
global pairwise comparisons shown in Table 4 are as follows:

     1.   Nigerians are more likely to take a certain course of action due to personal com-
          mitment rather than because they are encouraged by an authority figure or an
          expert to do it [Commitment > Authority].
     2.   Nigerians are more likely to take a certain course of action due to personal com-
          mitment rather than because others are doing or have done it already [Commit-
          ment > Consensus].
     3.   Nigerians are more likely to take a certain course of action due to personal com-
          mitment rather than because they like the persuasive system or person encour-
          aging them to do it [Commitment > Liking].
     4.   Nigerians are more likely to take a certain course of action due to personal com-
          mitment rather than because they will get a special reward or social recognition
          that is uncommon for doing it [Commitment > Scarcity].
     5.   Nigerians are more likely to take a certain course of action as an exchange for
          some favor done to them rather because they will get a special reward or social
          recognition that is uncommon for doing it [Reciprocity > Scarcity].
     6.   Nigerians are more likely to take a certain course of action as an exchange for
          some favor done to them rather than because others are doing or have done it
          already [Reciprocity > Consensus].
The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria       18


   7.   Nigerians are more likely to take a certain course of action because they are
        encouraged by an authority figure or an expert to do it rather than because others
        are doing or have done it already [Authority > Consensus].
   8.   Nigerians are more likely to take a certain course of action because they are
        encouraged by an authority figure or an expert to do it rather than because they
        will get a special reward or social recognition that is uncommon for doing it
        [Authority > Scarcity].
   9.   Nigerians are more likely to take a certain course of action because they like the
        persuasive system or person encouraging them to do it rather than because oth-
        ers are doing or have done it already [Liking > Consensus].

   Overall, for users from Nigeria, Commitment and Consensus should be the most and
least favored persuasive strategies, respectively. This indicates that, were designers to
choose one strategy only from the six Cialdini’s persuasive strategies to implement in
a persuasive app, Commitment should be selected, as it is most likely to be effective.
   With respect to our third research question on the effect of gender, we have shown
that males and females differ significantly, with males being more responsive to Com-
mitment and Authority than females. This means that the Commitment and Authority
strategies are more likely to be effective in changing the behaviors of males than those
of females. Thus, in the context of personalization, based on the persuasion profile
shown in Table 5, Authority should be favored as the second most persuasive strategy
for males. However, for females, Reciprocity should be favored as the second most
persuasive strategy.
   Furthermore, with respect to our fourth research question, we have shown that using
the ranking method for measuring users’ relative responsiveness to persuasive strate-
gies, if well done, could be as effective as the rating method. Specifically, we show in
Table 5 that the persuasion profile—Commitment being most persuasive, followed by
Reciprocity, Authority and Liking (with no significant difference between them), and
finally by Scarcity and Consensus—cuts across both measurement approaches for the
global population and subgroups. Therefore, we conclude that the ranking-based ap-
proach (using proxy constructs’ items) can be as reliable as the rating-based approach
in the investigation of the relative persuasiveness of persuasive strategies. However,
more research needs to be done to confirm this finding.

5.1     Comparison of our Study with Previous Similar Study
We compare our findings with Orji et al.’s [12] findings based on participants from
mostly Western (individualist) countries such as United States and United Kingdom.
As shown in Table 6, our findings replicate some of their findings, especially with re-
spect to the two most persuasive strategies and the two least persuasive strategies users
are susceptible to. At the global level, both studies found that Commitment and Reci-
procity as the most persuasive and Consensus and Scarcity as the least persuasive.
Moreover, at the subgroup level, both studies found that Commitment is the most per-
suasive. This suggests that, with respect to Cialdini’s principles of persuasion, regard-
less of gender and culture [11, 12], Commitment is the most persuasive strategy. As a
result, persuasive apps adopting a one-size-fits-all approach and employing Cialdini’s
19              The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria


principles to motivate users should give priority to the Commitment strategy. Moreo-
ver, the major difference in both studies is that, while, at the subgroup level, Orji et al.
[12] found Authority (4.591) as the fifth most persuasive among males, in our study,
we found Authority (5.35) as the second most persuasive among males. This finding
may not be unexpected given the tendency of members of collectivist cultures (e.g.,
Nigeria) to defer to authority figures such as parents, elders, etc. [27]. Specifically, this
finding is consistent with the result of Orji’s [11] study, in which she found that collec-
tivists (5.06), in general, are more susceptible to Authority than individualists (4.42).
Another difference is that, in Orji et al.’s [12] study, females are more susceptible to
Commitment than males, while, in our study, the reverse is the case. Moreover, in Orji
et al.’s [12] study, females are more susceptible to Reciprocity and Consensus than
males, while, in our study, they do not significantly differ. These differences in both
studies’ findings may be due to demographic differences with respect to culture and/or
other factors, such as age, education level, social status, etc., which we did not consider.
5.2     Summary of Main Findings
In the light of our research questions on the responsiveness of individuals from Nigeria
to Cialdini’s principles of persuasion, our findings can be summarized as follows:

     1.   Nigerians are most susceptible to Commitment. Therefore, the Commitment
          strategy should be given priority when designing persuasive apps for Nigeri-
          ans.
     2.   Nigerians are least susceptible to Consensus and Scarcity. Therefore, among
          the six Cialdini’s persuasive strategies, Consensus and Scarcity should be the
          least favored in the design of persuasive apps for Nigerians.
     3.   Males are more susceptible to Commitment and Authority than females. This
          suggests that both strategies would be more effective in achieving a given goal
          (e.g., behavior change) among males than among females.
     4.   In investigating the relative persuasiveness of Cialdini’s persuasive strategies,
          the ranking-based method (based on proxy constructs’ items) can be as reliable
          as the rating-based method (based on multi-item constructs). Specifically, we
          show that the list of items presented in section 3.2 could be leveraged in the
          ranking-based method to determine the persuasion profile of a given popula-
          tion sample.

5.3     Limitations
Our study has a number of limitations. The first limitation is that our findings are based
on participants’ perceived persuasiveness of the strategies. As such, we cannot guaran-
tee they will generalize to the actual context of persuasive technology use. Thus, in
future work, we recommend that the relative effectiveness of the six Cialdini’s persua-
sive strategies be evaluated in real-life applications. The second limitation of our study
is that our sample size is small and we did not consider the effect of other demographic
factors, such as age, education level, social status, which may moderate the level of


1 This value in bracket represents the overall average score of the persuasive strategy.
The Susceptibility of Africans to Persuasive Strategies: A Case Study of Nigeria                        20


susceptibility of individuals to the six Cialdini’s persuasive strategies. The third limita-
tion of our study is that the participants we investigated were from Nigeria only. This
may affect generalizing our findings to the entire African continent. However, the fact
that our results replicate Orji et al.’s [11, 12] findings, which showed that individuals
in Western and Asian cultures, regardless of age and gender, are most susceptible to
Commitment, is an indication that the most persuasive strategy among Nigerians (Com-
mitment) may generalize to the African continent.

6      Conclusion and Future Work
In this paper, we presented the susceptibility of Nigerians to Cialdini’s [8] six principles
of persuasion. The results of our study among 88 participants show that, overall, Com-
mitment, Reciprocity Authority and Liking are the most persuasive strategies, while
Consensus and Scarcity are the least persuasive strategies. However, males are more
susceptible to Commitment and Authority than females. Furthermore, we compared our
results to those of a similar study [12] in the existing literature, in which we found some
interesting similarities and differences. Our contributions to persuasive technology re-
search are in two-fold. First, we showed how responsive Nigerians are to the six per-
suasive strategies of Cialdini’s and presented the persuasion profile for males and fe-
males. This has not been previously done. Second, we replicated some of Orji’ et al.’s
[12] results, making the generalization of key findings regarding the susceptibility of
individuals to Cialdini’s persuasive strategies possible. Specifically, our results enable
us to generalize the finding—Commitment is the most persuasive strategy among the
six Cialdini’s principles of persuasion—to the Nigerian population. In future work, we
intend to compare the susceptibility of Nigerians to Cialdini’s persuasive strategies with
that of other non-Nigerian populations to uncover possible similarities and differences.


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