The impact of web marketing on corporate social responsibility (CSR) and firms' performance

Mohammed Muneerali Thottoli (University of Nizwa, Nizwa, Oman)
K.V. Thomas (Marian College (Autonomous), Kuttikkanam, India)

Rajagiri Management Journal

ISSN: 0972-9968

Article publication date: 9 July 2021

Issue publication date: 17 January 2023

4980

Abstract

Purpose

The current study seeks to examine the impact of web marketing (through the company's website) on corporate social responsibility (CSR) and firms' performance across companies listed in the Muscat Stock Exchange (MSX), Oman.

Design/methodology/approach

This research analyses qualitative and exploratory data taken from companies' website, annual reports (the financial year 2019), Google search and CSR report from 69 out of total 117 listed companies in the MSX to analyze the impact of web marketing on CSR and firms' performance proxied by return of assets (ROA), return of equity (ROE) and Tobin's Q (TQ).

Findings

Web marketing on CSR positively affects firms' performance. Especially, the positive effect of web marketing on firms' performance is stronger for listed companies. Web marketing enhances financial performance proxied by ROA, ROE and TQ.

Practical implications

The research findings provide new insights that are able to enlighten governing bodies in Oman to make standardized compulsory CSR spending (say, 0.5% on profit after tax) by listed companies in MSX.

Originality/value

This research presents evidence that web marketing on CSR can increase firms' performance and brand image among stakeholders. This is the first study to examine the impact of web marketing on CSR and firms' performance using empirical data in Oman.

Keywords

Citation

Thottoli, M.M. and Thomas, K.V. (2023), "The impact of web marketing on corporate social responsibility (CSR) and firms' performance", Rajagiri Management Journal, Vol. 17 No. 1, pp. 37-51. https://doi.org/10.1108/RAMJ-03-2021-0022

Publisher

:

Emerald Publishing Limited

Copyright © 2021, Mohammed Muneerali Thottoli and K.V. Thomas

License

Published in Rajagiri Management Journal. Published by Emerald Publishing Limited. This article is published under the Creative Commons Attribution (CC BY 4.0) licence. Anyone may reproduce, distribute, translate and create derivative works of this article (for both commercial and non-commercial purposes), subject to full attribution to the original publication and authors. The full terms of this licence maybe seen at http://creativecommons.org/licences/by/4.0/legalcode


1. Introduction

Corporate social responsibility (CSR) operations in any business organization meet its commercial, ethical, legal and public expectations. CSR of an organization has become crucial since the organization is likely to satisfy certain obligations to the stakeholders and society in which it functions. Company's approach toward employees and who feel recognized by their employer to motivated to be innovative in their skillset. The increased social value of an organization by engaging CSR builds loyalty and brand image among customers. Constant CSR engagement positions any organization as a leader and makes public attention. CSR impacts a company's reputation, brand equity or brand image (Özcan and Elçi, 2020; Srivastava, 2019). Employees' group and environment-focused social responsibility have created improved trust in the organization (Boğan and Dedeoğlu, 2019). CSR operational performance revealed that improved organization's corporate soundness, an increase of total assets and financial performance proxied by Tobin's Q (Cho et al., 2019). Timely implementation of CSR is very important to enhance a firm's sustainability and firm's value (Machmuddah et al., 2020). CSR performance of an organization is a key aspect to increase firm's financial performance proxied by return of assets (ROA), return of equity (ROE) and Tobin's Q (TQ) (Shu and Chiang, 2020; Aswani et al., 2021). Further, it reveals that CSR advertising and disclosures affect corporate legitimacy (Shahab and Ye, 2018).

It is believed that active CSR engagement may increase the operational cost of the company. The firm's increasing awareness of social work has led to the application of CSR initiation, whose application influences on firm's diverse means of CSR marketing, both at the firm's strategic and operational levels (Zatwarnicka-Madura et al., 2019). As CSR is a growing concern, it is believed that some critic's view on CSR is largely ineffective in perception as a negative influence of business on society and leads to scarcity of public goods (Schneider, 2020). CSR compliance with stakeholder's profitability targets is often in disagreement with the cost engaged input up CSR practices (Sahut et al., 2019; Thottoli, 2021a). Some of the countries made CSR spending and disclosures as mandatory requirements. CSR spending impacts the return of stock which depends on firms merely comply mandatory CSR regulation or voluntarily spending on CSR above the mandated amount (Bhattacharyya and Rahman, 2020). Though many companies actively engage in digital marketing, a significant number of companies not successful in exploiting the full potential of web marketing analytics when assessing digital marketing or advertising strategies (Åberg and Mattsson, 2020). In Gulf Cooperation Council (GCC), organizations should be concerned about paying the Zakat to be an obligation under the Islamic perspective. The spending should constantly be in an ethical way and should give precedence to societal interest over enlarging stakeholders' values (Nurunnabi et al., 2020). There are no organized method and evaluation criteria to the level of effect on their CSR activities in Oman (Al Salmi and Khan, 2019). The level of CSR in United Arab Emirates had the greatest level of CSR compared to the other GCC countries including Oman (Musleh Alsartawi, 2020). The above-mentioned set of challenges motivated the researcher to empirically investigate the relationship of CSR and firm's financial performance in Oman. Therefore, the current study seeks to examine the impact of web marketing on CSR and firms' performance across companies listed in the Muscat Stock Exchange Market (MSX), Oman.

2. Review of literature

Companies' website is used to market CSR activities and spending. Tetrevova et al. (2019) assessed the scope of web marketing on CSR and the composition of CSR endeavors communicated by listed companies. Kucukusta et al. (2019) investigated how CSR communications perform by companies through social media as well as which matter, and online channel type gets the maximum level of engagement. El-Bassiouny et al. (2018) aimed to study the concept of CSR communication. The ways of combining operational and strategic levels of CSR web marketing communication were studied by Zatwarnicka-Madura et al. (2019). All the listed companies have a separate section in the company's websites, where CSR strategies are disclosed with headings sustainability or CSR. The classified CSR themes, information related to community commitment themes, and environment themes are mostly highlighted linked with the other classified themes (Briones, 2020). Application of social media for advertising and marketing of products, CSR disclosure practices and stakeholder engagement with financial stakeholders were studied by Troise and Camilleri (2021). The link between firm performance and CSR startups in the banking industry was studied by Prieto et al. (2020).

Currently, the company’s website and social links have become useful CSR disclosure tools. It is argued that the asset management company's product information, companies' performance and the means to conveys CSR activity messages in the social media might be certainly connected to firm's financial performance (Sciarelli et al., 2020). Business-to-business (B2B) organizations are more likely than close-to-market organizations to be involved in the CSR structure and CSR orientation disclosures (Palazzo et al., 2019). In addition, the electronic marketing has a sizable role in the selected industries. Though some firms operated extensively with network analytics to enhance their advertising promotions and social networks, other firms flopped at employing the full possibility of web analytics (Åberg and Mattsson, 2020). It is found that the ownership composition comprising of government ownership and foreign ownership and significantly affected the exercise of CSR disclosure on the organization's websites (Fernando et al., 2019). Graphical and structural emphases about CSR disclosures through certain web-based characteristics improve information fame and could positively impact shareholders' impression of the organization. Investors and shareholders are expected to make investment decisions in favor of the organization, ensuing in a greater share turnover with an improved market value of the stock of the firm (Chong and Rahman, 2020). It is evident that web marketing advertising tools moderated the link between corporate social responsibility and sustainable production of the company (Abbas et al., 2019).

As per the review of the literature about web marketing (through company's website) on CSR and firms' performance across companies listed in the MSX, the current study has developed the below framework (Figure 1) to illustrate the web marketing on CSR and firms' performance proxied by ROA, ROE and TQ.

3. Methodology

This research analyses qualitative and exploratory data taken from companies' website, annual reports (the financial year 2019), Google search and CSR report from 69 out of 117 total listed companies in the MSX to analyze the impact of web marketing on corporate social responsibility and firms' performance proxied by ROA, ROE and TQ.

The study as its first step has surfed the website of all the 69 companies to see web marketing on CSR. Åberg and Mattsson (2020), Thottoli (2021b) and Tetrevova et al. (2019) was used web marketing to examine companies' web analytics when marketing their CSR disclosure initiatives. Second and finally, the study was taken financial information from published annual reports (the financial year 2019) of 69 companies from MSX to find out the ROA, ROE and TQ ratios, which have further used to examine the impact of financial performance using curviliant graphical method. Previous studies used several indicators to measure the financial performance of the firm. Among them, based on the previous literature, frequently used measures of the financial performance of any firm were taken as ratios which are calculated based on items in the financial statements and its market values (Thottoli, 2021c). Sichigea et al. (2021) used graphical analysis methods to study the connection between environmental materiality measures and a firm's financial performance. CSR and its relationship to a firm's financial performance are illustrated by using graphical comparison (Turcsanyi and Sisaye, 2013). The variables used with measurements of web marketing and firm's performance were described as below, Table 1.

4. Discussion and conclusion

4.1 Web marketing on CSR

Recent studies in web marketing on CSR (Namely, Sarkar et al., 2021; Masoud and Vij, 2020; Lan et al., 2021; Yim et al., 2019) were used to validate the results of the current study on the impact of web marketing on CSR and firms' performance. Most of the previous studies were agreed that web marketing on CSR positively and significantly affects firm financial performance (Seok et al., 2020; Jang et al., 2019).

The below Table 2 shows CSR activities of companies, surfing by companies' website and or published annual report of 2019 signifies descriptive results that the companies listed in MSX were engaged in various CSR activities. Table 2 shows details of the number of selected listed companies, web marketing on CSR (WM_CSR) and CSR activities of companies. Some of the involved CSR activities were disclosed in the company's website are community developmental activities; supported universities; helping in road safety, cancer and elderly people; protecting the environment; initiatives taken to consistently strive for general well-being of communities; improvement of quality of workforce their families; sponsorship to sports events, arts exhibition and cultural events; sports, health, safety and environment; support the repair and restoration efforts for the damages caused by Cyclone Mekunu; providing training to number of job seekers in the parent company and its subsidiaries; contributions toward charitable organizations; sponsorship participation in Talented Child initiative; procurement of goods from Oman; supports regional schools; payment for social welfare program; commitment to protect the safety and foster convenience of customers; installing solar power in schools in Oman; involved in COVID-19 relief activities; involved in first-of-its-kind “Kaderoon” Forum which focused on the training, rehabilitation and employment of people with disabilities; providing career opportunities; helping children care center; clean-up initiative at Wadi Al Khoud; contribution to the national economy; donation to the society though its philanthropic culture; elements as responsible to stakeholder's interest, respect for the rule of the law, respect for the international norms of behavior, respect for human rights; Ramadan; activities included the inauguration of two digital entertainment rooms for the pediatric cancer and surgery wards at the royal hospital in Muscat; participate in social responsibility programs and in accordance with the directives of CMA; respecting the values and cultural heritage of the society; providing employee accommodation facility in the Special Economic Zone at Duqm; focusing on Omani talent development, working with local suppliers and contractors; improvement and maintenance of local government infrastructure and provides employment to fresh Omani graduates and diploma holders and imparts training to groom them as productive resources. Sixty-five companies (94%) out of sixty-nine total sample companies were disclosed CSR marketing activities through their websites.

4.2 Firms financial performance proxied by ROA, ROE and TQ

The analysis was extended to know the financial performance of the selected companies proxied by the ROA, ROE and TQ. Below Table 3, a summary of firms financial performance proxied by ROA, ROE and TQ; and Table 4, firms financial performance proxied by ROA, ROE and TQ results were assessed as per the measurement description provided by Table 1 above. The data collected for calculating ROA, ROE and TQ for all the 69 companies listed in MSX were taken from the published annual report of the year 2019. Sixty-five companies (94%) out of sixty-nine total sample companies were disclosed CSR marketing activities through their websites.

As per Tables 3 and 4, 53 companies (82%) resulted with +ve ROA (Figure 2), 53 companies (82%) resulted with +ve ROE (Figure 3) and 65 companies (100%) resulted with +ve TQ (Figure 4).

Accordingly, the research findings were provided evidence on the result which has positively and significantly impact web marketing (through the company's website) on CSR and firms' performance across companies listed in the MSX, Oman. The current findings agree with those given by Sciarelli et al. (2020) and Tetrevova et al. (2019), who proposed that increased marketing of CSR activities electronically by companies will positively affect a firm's financial performance. Finally, it is suggested that CSR spending should make as a compulsory provision to all the listed companies in Oman. In the future, if CSR spending (say, 0.5% on profit after tax) made compulsory, as per generally accepted accounting principles (GAAP) can enable firms or companies to determine automatically by information communication technology (ICT) enabled accounting, auditing and compliance (Thottoli, 2020a, b, 2021d; Thottoli et al., 2019a, b, c; Thottoli and Thomas, 2020).

5. Implications for future research

The current study contributes to both theoretical as well as practical implications for the board of directors and practitioners.

Theoretically, this research study contributed to examine the extensive use of web marketing on CSR communication, which might lead to expect that this study might consider furthering studies. Future researchers could use distinct methodologies and sampling frames to further examine this subject matter widely. The prospective researchers can examine the customers' perceptions and thoughts toward web marketing relating to CSR information of public/private companies. Future research in web marketing might inquire greater into various indicators arising from different web marketing channels including social media. Further empirical studies could extend in different contexts, including businesses in different industrial sectors and entrepreneurial new startups.

Practically, this research contributed firstly to clarify that web marketing is an important platform for communicating CSR. Hence, web marketing might be applied for various other promotional activities, including product promotion and publicizing CSR activities among customers and other stakeholders. Second, the study deepens insight if we are marketing CSR. Further, the research findings provide new insights that are able to enlighten governing bodies in Oman to make standardized compulsory CSR spending (say, 0.5% on profit after tax) by listed companies in MSX. The proposed 0.5% on profit after tax contribution to CSR was helped to suggest by the study results. The results of the study can be useful for the board of directors of the company to decide on emphasizing web marketing on CSR more innovatively to enhance the firm's financial performance. Web marketing on CSR by listed companies may inspire private and unlisted companies to involve engagement in voluntary social activities that all may result in the firm's financial performance.

6. Conclusion

This research presents evidence that web marketing on CSR can increase firms' performance and brand image among stakeholders. This is the first study to examine the impact of web marketing on CSR and firms' performance using empirical data in Oman. Web marketing on CSR positively affects firms' performance. Especially, the positive effect of web marketing on firms' performance is stronger for listed companies. Web marketing enhances financial performance proxied by ROA, ROE and TQ. Another fascinating part of the study that, out of 69 companies, only one company has decided to set aside an amount equal to 0.75% on profit after tax each year. This has considered as a strong support to the author's recommendation to make CSR spending a compulsory provision to all the listed companies in Oman.

7. Limitations

The study has some limitations. Only limited variables (ROA, ROE and TQ) have been taken for measuring the financial performance of the selected companies. In the future, the research studies can consider other variables such as firm size, type of industry and composition of the board to further analyze the firm's financial performance.

Figures

Web marketing on CSR and firms' performance

Figure 1

Web marketing on CSR and firms' performance

Return of assets

Figure 2

Return of assets

Return of equity

Figure 3

Return of equity

Tobin's Q

Figure 4

Tobin's Q

Measurements of the variables

VariablesAcronymMeasurement/Description
Dependent variable
  1. Return on assets

ROANet income/Total assets
  1. Return on equity

ROENet income/Total equity
  1. Tobin's Q

TQMarket value of equity + Book value of debt/Book value of total assets
Independent variables
  1. Web marketing on corporate social responsibility

WM_CSRMarketing on CSR in companies website (0 if no web marketing, 1 if web marketing)

CSR activities of companies

Selected listed companiesWM_CSRCSR activities of companies
1YesCommunity developmental activities, assistance to building of schools, mosques and support for local sports and cultural activities
2YesSupported the Sultan Qaboos University, Economic Research Forum. Celebrating the Spirit of Ramadan, the company has extended support to a number of charity associations during the Holy Month of Ramadan
3YesCSR strategy is underpinned in safe secured world, thriving communities and responsible business. Road safety, cancer and elderly people
4YesProtecting the environment, providing economic opportunities and strengthening communities
5YesCSR initiatives are to consistently strive for general well-being of communities. The company continues to support initiatives from nongovernmental organizations and institutions
6YesImprovement of quality of workforce their families and public community
7YesThe company has contributed toward National Day Celebrations, sponsorship to sports events, arts exhibition and cultural events
8YesCSR is interwoven into our business model and enshrined in our dedicated CSR policy called “Our commitments”
9YesWe share a common desire to continuously grow and become the pioneers in innovation using cutting edge technology for pipes and structural products. Meeting and exceeding the aspirations of customers, employees and shareholders remains our core focus and a guiding principle for growth
10YesGuided by its CSR policy focusing on local initiatives in the areas of education, sports, health, safety and environment
11YesCompany's support to the citizens to various campaigns including Dhofar and Wusta governorates to support the repair and restoration efforts for the damages caused by Cyclone Mekunu that hit southern part of Oman
12YesCSR and sustainability strategy pursued by company is focused on delivering long-term benefits to the community and the nation, creating a positive impact on society covering areas such as education, SMEs, youth, sports, alternative energy and health
13YesCompany continues to collaborate with local, regional and international stakeholders to affect change, resulting in collaborations with non-profit organizations, municipalities and ministries across the different regions in the Sultanate
14YesIts consistent focus on community welfare through a very active CSR program
15YesBased on the company's responsibility to support locai community services, a number of initiatives have been taken up that meet the needs of the community by training a number of job seekers in the parent company and its subsidiaries
16YesThe company has contributed every year toward various charitable organizations
17YesCSR include sponsorship participation in The Talented Child initiative at Salalah Festival in 2016, sponsoring participation in a summer program for students at Al Saidia school and inviting post graduate engineering students from local universities for training and development
18YesSet aside amount for CSR toward various charitable organizations
19YesCSR for education and training
20YesProcurement of goods from Oman and subcontracts as part of CSR
21YesCSR policy and supports regional schools, sports activities, municipal and other social causes. Company has also invested substantially in preserving and maintaining its environment
22NoNo
23NoNo
24YesContribute to building a safe, secure and progressive society; promote environmental conservation at all levels; create a culture of giving within the organization; our CSR policy has been divided into two broad categories: the community and the environment, and a three-fold strategy has been developed to address the same, this includes: identification of impacted areas and development of sustainability programs identifying strategic partners to provide support
25YesOur CSR initiatives and programs are reflective of our commitment to keeping the local Omani community at the forefront of our business
26YesPayment for social welfare program, proposes for 2020 as CSR policy
27YesThe company acknowledges its responsibility toward contributing to the community, stemming from its strong belief that the society at large is the reason for the success of company
28YesAs part of its ongoing commitment to support the society and environment, company has embarked on number of CSR initiatives and programs related to its mandate and operating field as part of its commitment to protect the safety and foster convenience of customers
29YesContribution toward the society and working for the welfare of the society forms part of the core corporate values of your company
30YesCompany is working toward installing solar power in schools in Oman mainly in the Musandam Governate to be completed by the end of 2021
31YesThe CSR charter is in place and management have made necessary plans for CSR, as approved by your board
32YesContinue donating to charities, sponsoring socio-health related activities, recycling and getting involved in other related tasks to promote a better Oman
33YesCompany also involved in COVID-19 relief activities as CSR policy
34YesCompany backed the first-of-its-kind “Kaderoon” Forum which focused on the training, rehabilitation and employment of people with disabilities
35YesCompany continues to remain committed to providing career opportunities and training to Omani staff to prepare them to assume higher responsibilities
36YesHelping students and children care center as CSR policy
37YesAs part of its commitment to the community, company organized a clean-up initiative at Wadi Al Khoud
38Yescompany has always been committed toward contribution to the national economy and the local society in general
39YesIn its commitment to CSR initiatives, Oman Cement has been making available, charitable, donation to the society though its philanthropic culture
40YesCompany has well-defined CSR policy, goals and objectives, whose principles are based on the following elements: accountability, transparency, ethical behavior, responsible to stakeholder's interest, respect for the rule of the law, respect for the international norms of behavior and respect for human rights
41YesSchools, youths, SMEs, Ramadan and other humanitarian aids as CSR policy
42YesThe company will continue serving the local communities and addressing their needs by supporting the unfortunate individuals with special needs on a focused-segment approach. As per our CSR policy
43YesThe “Basmat KHeer” continued its diversified CSR efforts including support of charity organizations, people with special needs, visiting hospitals, productive families and other activities
44YesSME development is a main pillar of company CSR
45YesAs a responsible corporate citizen, we see business success and the needs of citizens and communities as inextricably linked to drive and achieve progress
46YesThe company has been an active corporate citizen and regularly supports various initiatives focusing on environment preservation, education, social and suitability development
47YesIn CSR our “company goodwill” activities included the inauguration of two digital entertainment rooms for the paediatric cancer and surgery wards at the Royal Hospital in Muscat, for the children to enjoy while undergoing treatment; reflecting our spirit and value of “caring”
48YesSupports SMEs in Oman as CSR policy
49YesAs part of its ongoing commitment to support the society and environment, company has embarked on number of CSR initiatives and programs and has extended its support to various organizations and events
50YesBased on the board's belief with the necessity to participate in social responsibility programs and in accordance with the directives of Capital Market Authority
51YesThe company has initiated several activities: education and training health and safety environmental community
52YesCompany recognizes its responsibility to the local community. Company strives to establish itself as a good corporate citizen in the community while respecting the values and cultural heritage of the society
53YesAn expansion project is under way at Renaissance Village Duqm, the employee accommodation facility in the Special Economic Zone at Duqm (SEZAD)
54NoNo
55YesBased on the Board of Directors' belief in the importance of social contribution to the local community
56YesFocusing on education, health and safety, social development and environment protection. Sohar Power was able to contribute to local projects intended for the local communities and the people of the Sultanate of Oman
57YesTo enhance the social, environmental and economic development of the local community we use stakeholder engagement to gain a real understanding of local issues, helping to enhance our positive impact
58YesCompany wants to be a responsible corporate citizen. Our CSR policy focuses on initiatives in the areas of society, environment, and economy with sustainability at the heart
59YesThe company plans and executes projects and runs facilities to create sustainable social value by focusing on Omani talent development, working with local suppliers and contractors, and setting a good example through business practices and ethics as well as maintaining high standards of health, safety, security and environment
60YesOur definition of CSR is simple: we believe that every business, and every individual within those businesses, has a responsibility to make the future a better place
61YesThe company has contributing to the local Dhofar region in which it operates as well as segments of communities requiring support
62YesImprovement and maintenance of local government infrastructure
63YesFocus in Health, education, environment, sports and assisting other socially important initiatives are major spheres of our social responsibility program
64YesCSR initiatives is to consistently strive for general well-being of communities
65YesContributing to the community in the areas of education and health
66YesCompany is committed to its social responsibility toward the community
67YesCompany takes its role as a responsible corporate citizen seriously. Over the years, the company has actively supported local community bodies, schools, and charity organizations. Valuing the importance of the youth of Oman in future progress of the country, the company considers education as a cornerstone
68YesAs part of its CSR initiatives, company provides employment to fresh Omani graduates and diploma holders and imparts training to groom them as productive resources
69NoNo

Summary of firms financial performance proxied by ROA, ROE and TQ

Total No. of companiesNoROAROETQ
(+ve)(–ve)(+ve)(–ve)(+ve)(–ve)
Disclosed WM_CSR6553125312650
Percentage (%)100%82%18%82%18%100%0%

Firms financial performance proxied by ROA, ROE and TQ

CoWM_CSRROAROETQ
1Yes0.060.311.90
2Yes0.010.131.01
3Yes0.050.101.39
4Yes0.090.101.84
5Yes0.010.011.25
6Yes(0.17)(0.25)0.89
7Yes0.010.050.97
8Yes0.010.042.00
9Yes0.000.010.47
10Yes0.040.120.88
11Yes0.010.061.01
12Yes0.020.091.07
13Yes0.010.070.83
14Yes0.010.101.00
15Yes(0.24)(0.09)4.46
16Yes0.010.020.53
17Yes(0.01)(0.08)1.12
18Yes(0.11)(0.36)1.59
19Yes0.200.253.95
20Yes(0.07)(0.45)0.26
21Yes0.040.081.82
22No(0.10)(0.22)1.42
23No0.010.091.05
24Yes0.010.051.06
25Yes(0.00)(0.00)1.47
26Yes(0.01)(0.04)1.02
27Yes0.000.010.94
28Yes0.040.051.02
29Yes0.030.080.92
30Yes0.030.271.11
31Yes0.040.065.56
32Yes(0.02)(0.11)0.36
33Yes0.090.140.88
34Yes0.010.091.01
35Yes0.020.091.09
36Yes0.060.181.55
37Yes0.010.111.41
38Yes0.050.070.97
39Yes0.010.020.96
40Yes(0.24)(0.35)1.42
41Yes0.050.071.88
42Yes0.000.011.03
43Yes0.020.080.30
44Yes0.040.070.84
45Yes0.020.081.02
46Yes0.100.131.48
47Yes0.080.131.65
48Yes0.010.020.76
49Yes0.040.110.53
50Yes0.040.130.69
51Yes(0.02)(0.06)0.87
52Yes0.000.001.09
53Yes0.100.271.11
54No0.100.121.87
55Yes0.030.050.92
56Yes0.010.100.89
57Yes(0.00)(0.01)1.45
58Yes0.270.271.02
59Yes0.070.201.63
60Yes0.020.032.15
61Yes0.050.092.10
62Yes0.040.131.33
63Yes0.030.110.83
64Yes0.140.152.26
65Yes0.020.091.05
66Yes0.030.041.34
67Yes(0.01)(0.02)0.69
68Yes0.010.021.06
69No0.020.101.11

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Corresponding author

Mohammed Muneerali Thottoli can be contacted at: muneerali@unizwa.edu.om

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