In general, business sophistication positively correlates and substantially explains (67%) innovation outputs. It is the only statistically significant pillar and explains about 83% of knowledge and technology outputs and 60.8% of creative outputs of innovation. Knowledge absorption and innovation linkages are the business sophistication variables that significantly contribute to knowledge and technology outputs. A free flow of knowledge among the employees, stakeholders and other institutions are crucial to generate new ideas, products, or services. Price et al., (2013) points out a significant relationship between knowledge and innovation of firms. Especially, the innovation linkages among government, research institutions, and customers have been termed as the most significant linkages that boost innovativeness (Hadhri et al., 2016). In line with this, the level of interaction with different parties, especially with academic partners, is the key determinant to boost innovation performance of the developing country (Hadhri et al., 2016; Ortega & Serna, 2020; Qureshi et al., 2021). An industry perspective study by Giones (2019) unfolds that university–industry collaborations can be enhanced by training that focus on attitude change of firm owners, innovation vouchers and grants by a university.
Among pillars, human capital and research, and business sophistication are the decisive pillars in predicting knowledge and technology outputs. As shown by stepwise regression, a proper set of the business environment, regulatory environment, political environment, tertiary education, education, research, and development (R&D), ecological sustainability, general infrastructure, information, and communication technologies (ICTs), investment, trade, competition & market scale, credit, knowledge absorption, and innovation linkages is the best model to predict and enhance knowledge and technology outputs of innovation. The ample of previous studies also support this model; for instance, the credit system (Giang et al., 2019), access to finance (Osano & Languitone, 2015 and Fernandez, 2017), educational knowledge and skills of human resource (Farsi & Toghraee,2015; Uvarova & Vitola, 2019; You et al., 2021) play an important role in the innovativeness of firms. Also, partnership and technology transfer, and R&D activities (Hadhri et al., 2016; Qureshi et al., 2021), the pace of technological development, and population educational level (Grego-Planer & Kus, 2020) accelerate innovation Besides, weak institutions deteriorates the confidence of the investors, customers, and industries (Jovovic et al., 2017; Szalacha-Jarmużek & Pietrowicz, 2018). Technological infrastructure that includes mobile phones, internet access, online platforms, and digital workshops are believed to have a tremendous effect on innovativeness of, especially, SMEs in all business areas (ITC, 2018; Oyedele et al., 2014). In a regulatory environment, maintaining institutions like property rights significantly encourages firms to engage more in new products innovation in developing countries (Udimal et al., 2019).
Among these factors, the study further reveals that knowledge absorption, research and development, and innovation linkages, respectively, are the highest and statistically significant predictors of knowledge and technology outputs of innovation. In accord with this, several researchers prove that R&D and researchers are essential ingredients to enable and increase innovation performance (Hadhri et al., 2016; Farsi & Toghraee 2015; Qureshi et al., 2021; Uku, 2004). Hadhri, Arvanitis, M’Henni (2016) pinpointed a very strong relationship between R&D activities and innovation. They further explained that firms those spend more on R &D activities, innovate more in service, product, and process. In the study covering several countries from Asia- Pacific region and Latin America and the Caribbean, Qureshi et al., (2021) find R&D, human capital, and infrastructure access, among others, as the key determinants of innovation.
As happened to knowledge and technology outputs, innovation linkage is the main variable under business sophistication contributing to creative outputs of innovation. At pillar level, business sophistication and access to infrastructure are found to be the two key and statistically significant pillars to enhance creative outputs of innovation. Especially, infrastructure that ensures ecological sustainability is the most demanded and, therefore, it shows that utilities including energy alternatives or electricity, machinery, or transportation are needed to be eco-friendly. Also, the result pinpoints that, since almost all the variables are the same, the model that best predicts knowledge and technology outputs can also be applied to explain creative outputs. Hence, to accelerate innovation (including both knowledge and technology outputs and creative outputs), the desired effort need to be appropriated to all these factors (business environment, regulatory environment, political environment, tertiary education, education, R&D, ecological sustainability, general infrastructure, ICTs, investment, trade, competition & market scale, credit, knowledge absorption, and innovation linkages). Especially, the results imply that innovation linkages, knowledge absorption, infrastructure, and research and development exert preponderant influence on the innovation performance and may need to draw the utmost priority, including extra budget allocation. This supplements the argument made by Hadhri et al. (2016), Protogerou et al., (2017) and Ortega & Serna (2020) where they argue that technology collaborations & networking with universities, interconnection with government, research institutions and customers are the most significant linkages to boost innovation.
However, as shown by hypothesis (H6a) testing result, the determinants of innovation that are in a high-income country does not equally work for an upper-middle-income or a lower-middle-income country, and vice versa. Even if the determinants are the same in all groups, the level of priority and importance in predicting innovation performance is not the same. Further analysis, histogram illustration below, reveals the difference in the performance status of the groups and the bottleneck/s of each group, where poor performance is observed.
Table 5.1. Innovation activities as per countries’ income level
![](data:image/png;base64,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)
Source: Own study result, 2021
Therefore, the lower-middle-income countries are expected to give priority to human capital and research (especially focus on R&D activities), business sophistication (especially focus on innovation linkages followed by knowledge absorption), and infrastructure, respectively. Studies conducted in lower-middle-income countries such as Iran (Farsi & Toghraee, 2015), Asian countries including India, Vietnam, Bangladesh, and Sri Lanka (Qurashi, Park, Crespi, & Benavente, 2021) and Nigeria (Agwu, 2014) prove that human capital that promotes R&D and infrastructure is found to be the key to flourish the innovation. The upper-middle income countries are expected to equally consider both bottlenecks-R&D and innovation linkage, then pursue knowledge absorption and infrastructure, respectively. It also shows that innovation linkage is a bottleneck, where the high-income countries lag. Therefore, the countries and firms in a high-income category needs to prioritize innovation linkage, knowledge absorption, R&D, and infrastructure, respectively, to boost their innovation performance, respectively.