Submitted:
29 May 2025
Posted:
30 May 2025
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Abstract
Keywords:
1. Introduction
1.1. Brief Overview
1.2. Research Motivations
1.3. Research Objectives and Question
1.4. Contributions of the Study
1.5. Key Findings
1.6. Structure of the Paper
2. Literature Review and Hypotheses
2.1. Research Model Overview Diagram Structure
2.2. Market Accessibility and Financial Performance
2.3. Innovation as a Moderator
2.4. Urban-Rural Disparities
2.5. Digital Infrastructure and Innovation Gains
3. Methodologies
3.1. Research Design
3.2. Data Collection Methods
3.2.1. Research Tools and Instruments
3.3. Data Analysis Techniques
3.3.1. Sample Size
4. Results
4.1. Descriptive Analysis
4.2. Quantitative Data Analysis and Tests: Factor and Reliability Analysis
4.2.1. Factor and Reliability Analysis Results Interpretation for Market Accessibility
| Item Code | Measure | Factor Loading | AVE | CR | IE | alpha | KMO | BTS |
|---|---|---|---|---|---|---|---|---|
| MA1 | Diversity of attractions | 0.896 | 0.755 | 0.755 | 2.628 | 0.750 | 0.799 | <.001 |
| MA3 | Multinational connections | 0.953 | ||||||
| MA4 | Face-to-face marketing | 0.886 | ||||||
| MA8 | Strategic partnerships | 0.871 | ||||||
| MA9 | Delaying false promises | 0.722 | ||||||
| Note: AVE = Average Variance Extracted; CR = Composite Reliability; BTS = Bartlett’s Test of Sphericity; KMO = Kaiser-Meyer-Olkin, IE = initial eigenvalue | ||||||||
| Source: Data Calculated in 2025 | ||||||||
4.2.2. Factor and Reliability Analysis Results Interpretation for Financial Performance
| Item Code | Measure | Factor Loading | AVE | CR | IE | alpha | KMO | BTS |
|---|---|---|---|---|---|---|---|---|
| FP3 | Profit from equity capital | 0.718 | 0.739 | 0.739 | 4.324 | 0.786 | 0.870 | .000 |
| FP4 | Business profitability | 0.887 | ||||||
| FP6 | Growing market share | 0.821 | ||||||
| FP7 | Growing product sales | 0.963 | ||||||
| FP9 | Available financing | 0.891 | ||||||
| Note: AVE = Average Variance Extracted; CR = Composite Reliability; BTS = Bartlett’s Test of Sphericity; KMO = Kaiser-Meyer-Olkin, IE = initial eigenvalue | ||||||||
| Source: Data Calculated in 2025 | ||||||||
4.2.3. Factor and Reliability Analysis Results Interpretation for Innovation
| Item Code | Measure | Factor Loading | AVE | CR | IE | alpha | KMO | BTS |
|---|---|---|---|---|---|---|---|---|
| I1 | Environmental-impact training | 0.718 | 0.761 | 0.761 | 4.403 | .8 | 0.889 | .000 |
| I2 | Social media promotion | 0.987 | ||||||
| I3 | Price-lowering techniques | 0.881 | ||||||
| I4 | Product packaging focus | 0.883 | ||||||
| I7 | Recycling systems | 0.991 | ||||||
| Note: AVE = Average Variance Extracted; CR = Composite Reliability; BTS = Bartlett’s Test of Sphericity; KMO = Kaiser-Meyer-Olkin, IE = initial eigenvalue | ||||||||
| Source: Data Calculated in 2025 | ||||||||
4.3. Results of Confirmatory Factor Analysis (CFA) of the Global Measurement Model
| Index | Chi-square | DF | Sig | CMIN | GFI | AGFI | RMR | RMSEA | TLI | CFI |
|---|---|---|---|---|---|---|---|---|---|---|
| Values | 38.28 | 19.8 | 0.002 | 1.924 | 0.911 | 0.902 | 0.997 | 0.051 | .912 | 0.917 |
4.4. Structural Model of Moderation
4.5. Estimation of the Relationship
4.6. Moderating Effect
4.7. Qualitative Data Analysis
- Infrastructure deficits in both urban and rural show that inadequate transportation, energy, and logistics infrastructure raise business costs and limit market access, particularly in rural areas. The World Bank estimates that poor infrastructure reduces productivity by up to 40% in low-income countries, while the (AfDB, 2024) notes that 25% of Africans lack access to reliable roads, hindering market reach. (Source: FGD1 2025)
- Policy gaps, weak regulatory frameworks, trade barriers, and bureaucratic inefficiencies create obstacles for businesses, especially small and medium enterprises (SMEs). (African Development Bank Group, 2013) found that trade costs in developing countries are 2-3 times higher than in advanced economies due to policy inefficiencies, and highlights that only 30% of Least Developed Countries (LDCs) have policies supporting digital trade, limiting e-commerce growth. (Source: KII2 2025 )
- Digital Divide shows limited internet access, digital literacy, and affordability excludes millions from online markets. The International Telecommunication Union reports that 2.6 billion people globally remain offline, with the majority in developing regions. The 95% of the global population has mobile internet coverage, but only 45% in Sub-Saharan Africa use it, hindered by affordability and skills gaps.(Source: FGD3 2025)
5. Discussion
6. Conclusion
6.1. Further Implications and Limitations
6.2. Contribution of the Study
6.2.1. Theoretical Contribution
- Enhanced Theoretical Application:
- Interrelationships and Synergies:
6.2.2. Practical Contribution
- Enhanced Practical Applications
- Policy and Management Insights
- Stakeholder-Specific Implementation
6.2.3. Policy and Industry Impact
Supplementary Material
Authors' Contribution
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
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| Items | Category | Frequency | Percent (%) |
|---|---|---|---|
| Gender | F | 26 | 8.7 |
| M | 274 | 91.3 | |
| Age(years) | 26-35 | 36 | 12.0 |
| 36-45 | 188 | 62.7 | |
| >45 | 76 | 25.3 | |
| Marital status | Married | 278 | 92.7 |
| Single | 22 | 7.3 | |
| Educational Level | Bachelor | 186 | 62.0 |
| Diploma | 10 | 3.3 | |
| Masters | 86 | 28.7 | |
| Ph.D. | 18 | 6.0 | |
| Business type | Hotel Industry | 215 | 71.7 |
| Tour operation | 85 | 28.3 | |
| Dependents | 0-3 | 146 | 48.7 |
| 4-7 | 139 | 46.3 | |
| >7 | 15 | 5.0 | |
| Monthly Revenue (ETB) | 12000-39999 | 195 | 65.0 |
| 40000-60000 | 54 | 18.0 | |
| >60000 | 51 | 17.0 | |
| Experience | 1-5 | 68 | 22.7 |
| 6-10 | 163 | 54.3 | |
| >11 | 69 | 23.0 |
| Relationship | Estimation | SE | CRs | P | Label |
|---|---|---|---|---|---|
| FP → MA | .237 | .099 | -2.398 | .016 |
| Variable | Coefficient (β) | SE | t-value | p-value | 95% LLCI | 95% ULCI |
|---|---|---|---|---|---|---|
| Constant | 66.846 | 18.438 | 3.626 | <0.001 | 30.560 | 103.133 |
| Market Accessibility (MA) | 0.590*** | 0.112 | 5.278 | <0.001 | 0.370 | 0.809 |
| Innovation (I) | 0.259*** | 0.026 | 10.009 | <0.001 | 0.208 | 0.310 |
| MA × I Interaction | -0.001*** | 0.0001 | -4.511 | <0.001 | -0.001 | -0.0004 |
| Model Summary: R = 0.645, R² = 0.417, MSE = 4502.52, F(3,296) = 70.41, p < 0.001 | ||||||
| Interaction Test: ΔR² = 0.040, F(1,296) = 20.35, p < 0.001 | ||||||
| *Notes: SE = standard error; LLCI/ULCI = lower/upper level confidence interval. **p < 0.001. | ||||||
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