Readiness Index Research Articles

From Function to Relation: Exploring the Dual Influences of Warmth and Competence on Generative Artificial Intelligence Services in the Hospitality Industry

Generative artificial intelligence (GenAI) has emerged as a transformative force in the rapidly-evolving hospitality industry. This study examined the correlation of acceptance of GenAI services with perceived warmth and competence, and the consequent correlations with customer outcomes in the hospitality industry. Employing a Hospitality Service Dialogue System prototype, this study collected responses from 1,306 hotel guests. Perceptions of warmth and competence correlated with increased customer intention to use GenAI services and satisfaction. Satisfaction correlated significantly with customer–brand identification and attachment. The Technology Readiness Index moderated the relationships of warmth and competence with the acceptance of GenAI services. This investigation extends the stereotype content model and the behaviors from intergroup affect and stereotypes map framework by integrating them with the technology acceptance literature, unveiling service innovations enabled by technology in the hospitality industry. This study provides hotel managers, technology developers, and marketers with strategic directions for implementing GenAI.

Climate change and external debt vulnerability: the case of Sub-Saharan Africa

This study examined the influence of climate change vulnerability on the external debt vulnerability of Sub-Saharan Africa, with a focus on the Vulnerable Twenties (V20s), utilizing panel data spanning from 2015 to 2020. The climate readiness, climate vulnerability, and external debt vulnerability indices were derived via principal component analysis (PCA). The results from the system GMM analysis indicate that climate readiness exhibits a negative and significant impact across short- and long-term periods for the overall sample. However, for the V20s, the negative effect of climate readiness shifts to a positive and significant one over both short and long terms, with the long-term effect being more notable. These findings highlight a vicious cycle between debt and climate crises within the V20s. Thus, prioritizing debt relief over climate finance loans, decarbonizing greenhouse gas emissions, redirecting funds for climate goals, improving debt practices, and investing in public services would break nations’ vicious cycle of debt and climate vulnerability.

Shaping Career Development Through College Readiness at the High School Level

Career and College Readiness (CCR) generates higher levels of persistence, grit, motivation, and competencies in performing work- or school-related tasks among learners during post-secondary life. One primary limitation defining the present scholarship on CCR is the authentic analysis of the on the ground or field practices high schools perform to increase learners’ CCR competencies. The inadequate research on actual CCR practices in high schools motivated this study. To learn more about how high schools prepare students for post-secondary life, 16 principals from high schools provided detailed narratives on CCR practices in their institutions. Principals completed interviews of one to two hours using Microsoft Teams, supplying the researcher with specific information and examples of how their institutions equip students for future careers and higher education. Manual qualitative thematic analysis of the entire transcript guided the organization and interpretation of the findings, allowing the presentation of meaningful themes supported by a plethora of illustrations. Six themes representing 18 distinct CCR practices emerged, and the themes were rigorous curriculum, content knowledge, key academic behaviors, key cognitive strategies, multiculturalism, and citizenship development. Results partially supported the pervasive CCR model based on Conley’s readiness index. Increasingly, diversity and citizenship learning have defined high schools’ CCR work in preparing learners to become effective local and global citizens. The current investigation paves the way for future observational and field research uncovering whether schools truly prepare students or not, and such preparation varies across community, country, and institutional characteristics.

Temporal trends analysis of emergency obstetric and newborn care availability and readiness index of healthcare facilities in Burkina Faso

BackgroundEnsuring healthcare services are equipped to offer; emergency obstetric and newborn care (EmONC) is crucial for improving the quality of maternal and newborn care in low- and middle-income countries. We assessed the temporal trends of the availability and readiness of the healthcare system to provide EmONC in Burkina Faso.MethodsWe analyzed the data from three national health facilities surveys, conducted in 2014, 2016 and 2018, using the WHO Service Availability and Readiness Assessment tool. We performed multivariable linear regression models to examine the trends.ResultsBetween 2014 and 2018, the percentage of healthcare facilities providing delivery service and blood transfusion significantly decreased (88.1% to 75.4% for delivery services and 67.3% to 50.2% for blood transfusion, p < 0.001). The readiness index of healthcare facilities to provide basic EmONC showed a negative trend according to public healthcare, primary healthcare, and Centre-Nord, Centre-sud, Hauts-Bassins, Nord, Plateau Central and Sud-ouest health regions.ConclusionsWe observed multiple indications of a decline in the readiness of healthcare services to offer EmONC in Burkina Faso from 2014 to 2018. As such, bolstering the capabilities of health facilities to deliver EmONC is essential for hastening the decrease in maternal mortality.

Demystification of Readiness, Security, and Technological Enhancements in the Adoption of a Cashless Economy

The adoption of a cashless economy was accelerated globally by the devastating impact of the COVID-19 pandemic. Brunei Darussalam was not excluded from this trend, as pandemic-related restrictions were implemented to ensure the safety of its population. In light of the COVID-19 crisis, this research paper examines the factors influencing the readiness and acceptance of a cashless economy among working society in Brunei Darussalam. The integrated concepts of the Technology Acceptance Model (TAM) and Technology Readiness Index (TRI) are applied to examine perceptions impacting their acceptance and readiness to continue adopting a cashless economy. The methodology includes a literature review and the use of secondary data from government reports and industry publications. A quantitative approach is employed, utilizing an online survey to collect non-probability samples from 212 respondents. The main instruments used in the survey are structured questionnaires. The study’s findings show that factors such as the assessment of payment modes, technological development, digital literacy, knowledge, regulatory policies, and security concerns significantly affect working society’s perceptions, readiness, and acceptance of a cashless economy. These results provide insights for policymakers and stakeholders on the key factors influencing continued cashlessness adoption and shaping societal behavior towards cashless payments.

Considerations When Designing Inclusive Digital Health Solutions for Older Adults Living With Frailty or Impairments.

This viewpoint is written by authors with industrial, clinical, and academic backgrounds within medical and social sciences. The purpose is to share our experiences with digital health innovation from a sociotechnical perspective. The audience for the viewpoint is innovators, researchers, service designers, and project managers with little or some experience with theory-informed programs, complex interventions, and implementation or reorganization of sociotechnical ecosystems in health care. In digital health innovation projects, barriers related to traditions and cultures among researchers, clinicians, and industry may arise. Moreover, the final digital solutions may not always fit into existing digital ecosystems and may thus require a reorganization of how health care is provided at horizontal and vertical levels. The collaborating researchers have experience working in the field of digital health innovation for more than a decade, and we have developed and used 4 frameworks and models that are particularly relevant for theory-based complex interventions and can be used to inform inclusive co-design of digital health solutions with a sociotechnical perspective. These are (1) the 4E, a matrix to include, engage, empower, and emancipate marginalized people; (2) the GO-TO model, which can be used as a design navigator; (3) the Epital Care Model, to inform infrastructure; and (4) the Readiness and Enablement Index for Health Technology instrument, to stratify service users. From January 2021 to September 2024, we had the opportunity to apply these into practice in 4 living labs located in Denmark, Norway, the Netherlands, and Canada as a part of a European Union-funded project on "Smart Inclusive Living Environments." The goal was to cocreate a digital solution and reorganize health care services to reduce social isolation, increase health literacy, and enhance well-being for older adults living with frailty or impairments. Based on our experiences with the Smart Inclusive Living Environments project, we have formed a proposal for how design guidelines for sociotechnical innovation projects can be structured, backed up with reflections based on our experiences. With that, design guidelines should include three areas: (1) a common vocabulary including theories, frameworks, and models; (2) templates and protocols for methods, including detailed guidelines and templates for the planned development of the technologies; and (3) methods to implement and provide education and training of service users and informal and formal caregivers. In the design process, we emphasize the importance of involving relevant stakeholders in the implementation of the created design guidelines to obtain preparedness in the organizations, as well as including putative service users to ensure the likelihood of adoption. Moreover, it is important to align expectations, have a common understanding of the applied frameworks and methods, and have access to the necessary resources to reach successful results.

Do Energy Efficiency and Technology Boost Sustainable Environment: Evidence from GCC Countries

Sustainable Environment practices significantly reduce carbon emissions by ensuring the continuous use of materials and energy resources, thus making them intrinsically aligned with the underlying objectives of the decarbonization agenda. Technological advancement has the potential to contribute significantly to this shift by streamlining resource flows, enhancing waste management procedures, and allowing more efficient energy consumption. Although Gulf Cooperation Council countries have experienced robust economic growth over the decades, rising pollution emissions and low renewable energy consumption have raised concerns among policymakers about the long-term stability of this growth. In recent years, Gulf countries have paid significant concern to environmental matters and achieved carbon-free development. This study seeks to investigate the relationship between energy efficiency, technology, and sustainability, particularly emphasizing the green economy perspective. Carbon dioxide emission taken as the dependent variable. Frontier Technology Readiness Index reflects the utilization of technology within economies. Energy efficiency is also considered, symbolizing the transition from fossil fuels to green energy due to technological progression in the energy sector. The findings suggest that factors such as the Frontier Technology Readiness Index, the energy intensity level of primary energy, and medium and high-tech manufacturing significantly harm the environment, while scientific and technical journal articles and agriculture significantly improve the environment over time. To improve Gulf Cooperation Council countries' environmental quality, policymakers must understand the factors causing climate change. This study gives policymakers useful information about how to make the Gulf Cooperation Council community more sustainable by looking at energy efficiency, technology, and digital adaptation.

Assessment of the readiness of health facilities in urban areas to deliver geriatric-friendly care services: a cross-sectional study in Kampala City, Uganda

BackgroundWith the global rise in the elderly population, ensuring geriatric-friendly healthcare services is paramount. This study aimed to assess the current readiness of health facilities in Kampala City, Uganda, to provide geriatric-friendly care services.MethodsWe conducted a cross-sectional study in 35 health facilities (HF) including Private for-profit (PFP), Private not-for-profit, and public (government-run) facilities at different levels i.e., Health Centre III, Health Centre IV, and Hospitals, within Kampala City, Uganda. Data was collected using a self-administered health facility assessment tool. Facilities scoring 80–100 were classified as fully ready to offer geriatric-friendly care, 51–79 indicated moderate readiness, and 0–50 indicated low readiness.ResultsThe overall readiness index (RI) across all facilities was low, 44.09 (SD ± 14.18). The National Referral Hospital (NRH), PFPs, and HFs in Kampala Central had the highest RI of 55.34. 47.63 and 51.09 respectively. The low readiness of HF to provide geriatric-friendly care was due to the low scores in leadership and governance (13.49), financing (19.29), human resource (42.66), and Health Management Information System (47.99) WHO building blocks. HCIVs had a higher readiness index than the other HF levels (Coefficient: 17.40, 95% CI: 4.16 to 30.64, p = 0.012). HFs in Kawempe had a significantly lower RI than those in Makindye and Kampala Central (Coefficient: -13.80, 95% CI: -24.48 to -3.11, p = 0.013).ConclusionThe findings of our study indicate that public and private health facilities in Kampala City are not ready enough to provide geriatric-friendly care services.

Investigating older adults users' willingness to adopt wearable devices by integrating the technology acceptance model (UTAUT2) and the Technology Readiness Index theory.

With the continuous advancement of wearable technology, smart wearable devices are increasingly recognized for their value in health monitoring, assessment, and intervention for the older adults, thus promoting intelligent older adults care. This study, based on the theoretical framework of the Unified Theory of Acceptance and Use of Technology 2 (UTAUT2) and the Technology Readiness Index (TRI) model, aims to identify and explore the key factors influencing older adults consumers' willingness to adopt smart wearable devices and their impact mechanisms. A questionnaire survey was conducted to collect valid data from 389 older adults respondents. Empirical analysis validated the model's applicability and explored the key factors influencing acceptance. Factors influencing the use of smart wearable devices by the older adults include performance expectancy (β = 0.152, p < 0.001), effort expectancy (β = 0.154, p < 0.001), social influence (β = 0.135, p < 0.05), facilitating conditions (β = 0.126, p < 0.05), hedonic motivation (β = 0.166, p < 0.001), price value (β = 0.182, p < 0.001), and digital health literacy (β = 0.189, p < 0.001). Additionally, optimism (β = 0.208, p < 0.001), innovativeness (β = 0.218, p < 0.001), and discomfort (β = -0.245, p < 0.001) significantly positively influenced performance expectancy, while optimism (β = 0.282, p < 0.001), innovativeness (β = 0.144, p < 0.01), discomfort (β = -0.239, p < 0.001), and insecurity (β = -0.117, p < 0.05) significantly positively influenced effort expectancy. Insecurity did not significantly influence performance expectancy. Performance expectancy and effort expectancy partially mediated the relationship between personality traits (optimism, innovativeness, discomfort, and insecurity) and behavioral intention. Digital health literacy significantly negatively moderated the relationship between performance expectancy and behavioral intention, as well as between effort expectancy and behavioral intention. The study confirms that integrating the UTAUT2 model and TRI theory effectively explains the acceptance of smart wearable devices among older adults consumers, emphasizing the importance of enhancing digital health literacy in the design and promotion of smart health devices. The findings provide guidance for developers, increasing the acceptance and usage rate of these devices among the older adults.

Conference interpreters’ technology readiness and perception of digital technologies

Abstract The author reports on the findings of a survey among conference interpreters regarding their readiness for and perceptions of digital technologies and artificial intelligence. The Technology Readiness Index (TRI 2.0) was administered to a sample of 496 conference interpreters, most of them members of AIIC. In addition, semi-structured interviews were conducted with 25 of them to gain deeper insights into their attitudes towards AI-enabled tools and the potential impact on their professional practice. The results indicate a cautious openness towards technology balanced by concerns about cognitive load, ethical issues and the impact on traditional skills. The findings suggest the need for comprehensive training to enhance technological skills while maintaining ethical standards and also for research on the cognitive effects of AI-generated content and the evolving role of interpreters in a technology-driven landscape.

Rely on whom you trust? Trust and financial planning for retirement

We study the role of trust in shaping financial planning for retirement under a three-pillar pension system. Using data from two waves of the China Retirement Readiness Index Survey and multiple measures of trust in various entities, we find that trust in government, employers, and financial institutions increases the probability of developing a financial plan involving government, employer, and self-provision, respectively, as well as the estimated proportions of retirement income derived from each source. Our study deepens the understanding of how specific trust affects planning practices in the context of multiple retirement income sources and a culture featuring filial piety.

Technology Readiness and Users Satisfaction towards Self-Service Technology at Malaysian Airport

This study examines the relationship between four dimensions of Technology Readiness Index (TR) namely optimism, innovativeness, insecurity, discomfort, and the level of customer’s satisfaction towards the use of self-service technology (SSTs) at the airport. SSTs used by the airport operators or airlines at the terminal for check-in or when performing other transactions includes booking airline ticket online, kiosk check-in and mobile check-in. At the same time, this study also tries to look at whether there is any difference in technology readiness between different demographic groups of Malaysians. Survey questionnaires were distributed to passengers at Kuala Lumpur International Airport (KLIA) and Low Cost Carrier Terminal (LCCT) in Sepang, Selangor, Malaysia. The result of the analysis shows that innovativeness and optimism have a positive relationship with customer satisfaction. There are also differences in technology readiness among different gender for innovativeness and insecurity index. The implication of the study suggests that Malaysia’s airport or airline providers should increase customer satisfaction especially by introducing new innovative technology at their premises. The findings may also help firms develop their strategy to further increase the customer’s satisfaction when using the self- service technology (SST) at airports in Malaysia.

Similarities and differences between digitalization indexes

&lt;p class="MsoNormal" style="margin-top: 12pt; text-align: justify;"&gt;&lt;span lang="EN-US" style="font-family: 'times new roman', times, serif; color: black; font-size: 14pt;"&gt;Digitalization is nowadays one of the fastest developing processes. The adoption of digital technologies can provide innumerous opportunities for the organizations to evolve and gain competitive advantage by leveraging of technologies to respond to dynamic expectations and demands. Information about the country digitalization level is essential to decision makers in both public and private organizations. It can present insights on which areas need the most investment, and furthermore to gain feedback on the outcomes of these investments. For companies, it can create a certain predictability on which products and services will be required the most. To assess the evolution of this process in different countries, various indexes were proposed and employed by different corporations. The Digital Economy and Society Index (DESI) and ICT Development Index (IDI) are used by public organizations. Digitalization Index (DiGiX) and Cisco Digital Readiness Index (CISCO) are used by private companies. Comparing two sectors highlights the most common factors of digital evaluation. Indexes are analyzed thoroughly by their structure, coverage, weights, methodology and ranking. The result of the practical work is a equivalence table which shows the percentage of their similarity. Additionally, a new digitalization index is proposed, based on the result of the previous comparison, which can be applied to analyze both public and private sector of the country&amp;rsquo;s digitalization level. &lt;/span&gt;&lt;/p&gt;

Acceptance intention toward kiosk technology in golf courses

This study examined users' intention to accept the introduction of kiosks into golf courses by using the Technology Readiness Index 2.0 and the technology acceptance model. We conducted an online survey of 274 golf course users and used structural equation modeling to analyze the data. The analysis showed that golf course users were ready to accept new technology in the form of kiosks, owing to their greater efficiency and convenience. On the basis of our findings, golf courses should provide a seamless service to users, raising their awareness of kiosks and encouraging them to consider these as easy and convenient to use.

Embracing the Future of Health Care: Investigating Medical Students' Willingness to Become Online Doctors.

Purpose: With the rapid advancement of technology, online health care services are becoming increasingly prominent. This study aims to investigate medical students' perceptions, attitudes, and readiness to adopt online health care services. Methods: Based on a literature review, this study constructed a conceptual model describing the relationships among medical students' perception, personality traits, and usage intention, grounded in the Technology Acceptance Model and Technology Readiness Index (TRI). The data for this study were collected from January to February 2023 through a questionnaire survey at Wenzhou Medical University, China. The proposed hypotheses were tested using structural equation modeling through AMOS software. Results: Out of the 340 respondents, 281 (82.6%) validly responded. Among these, 58.4% of medical students agreed and strongly agreed with the intention to become an online doctor. Within the TRI's motivational factors, optimism positively and significantly affected perceived usefulness (PU) and perceived ease of use (PEOU). Innovativeness also significantly enhanced PEOU. Among the inhibitory factors, insecurity was found to have a negative and statistically significant influence on PU. The rest of the dimensions did not have a significant effect on either PU or PEOU. Importantly, both PU and PEOU demonstrated a direct and substantial effect on usage intention. Conclusions: This study emphasizes the significance of comprehending medical students' readiness to adopt the role of online doctors in shaping the future of health care. By equipping medical students with the necessary skills and competencies, health care institutions can effectively leverage the full potential of online health care services while ensuring the provision of high-quality, accessible, and patient-centered care in the digital era.

The Factors of the Psychotherapists' Attitude Towards Technology: Combining Attitudes Towards Technology and Technology Readiness Models

ABSTRACTObjectivesThe study aimed to explore psychotherapists' attitudes towards new technologies. Understanding the factors influencing their acceptance of technologies is essential to improving the accessibility, quality, and effectiveness of psychotherapeutic care in the digital age. Based on previous research from different fields (e.g., e‐government and mobile applications), we integrated the Unified Theory of Acceptance and Use of Technology (UTAUT‐T) with the Technology Readiness Index (TRI). UTAUT‐T focuses on one's perception of technology, while TRI emphasizes individual characteristics. Therefore, we regard psychotherapists' attitudes towards digital solutions by analysing factors related to technology and users (psychotherapists).MethodsWe conducted an online questionnaire study involving 391 psychotherapists aged 25–66 (M = 40.90; SD = 7.79). Participants completed self‐report questionnaires: UTAUT‐T, TRI 2.0, and a survey measuring technology usage at work.ResultsThe model explained 30.2% of the variance in actual technology usage and 57.6% in behavioural intention. Both technology‐related and therapist‐related factors affect technology use. Some factors directly influence use behaviour (optimism, ease of use, convenience), while others are mediated by behavioural intention (pressure from others, professional support, therapy quality expectations).ConclusionsTechnology‐related and therapist‐related factors influence psychotherapists' use of technology. The study revealed that optimism plays a crucial role in addition to behavioural intention. This insight is vital for implementing new technologies in mental health services.

Analyzing key drivers of digital transformation: A review and framework

In the digital era, comprehending the factors that drive digital transformation (DT) is crucial for organizations aiming to navigate the evolving technological landscape. This systematic review focuses on identifying and analyzing the key drivers of DT, drawing insights from 19 recognized DT readiness indexes. We examine the dimensions and indicators used across these indexes, highlighting their relevance and frequency of occurrence to uncover the primary factors influencing DT. The findings are synthesized into a comprehensive framework that offers strategic guidelines for organizations. This framework not only aids in understanding the core drivers of DT but also provides practical recommendations for implementing effective DT strategies. By emphasizing the critical drivers rather than the indexes themselves, our study shifts the focus towards actionable insights that can guide entities, policymakers, and academics in the digital transformation journey. The urgency of DT, further accelerated by the COVID-19 pandemic, enhances the relevance of our findings in shaping resilient and adaptable digital strategies.

An approach to integrated management of diabetes in tuberculosis patients: Availability and readiness of the health facilities of Bangladesh.

Comorbidity of diabetes mellitus and tuberculosis (TB) is a major public health concern in low- and middle-income countries including Bangladesh. An integrated approach is required for adequate management of diabetes mellitus and TB. The objective of the present study was to investigate the availability and readiness of the TB care centers of Bangladesh toward diabetic patients' management. The present study was conducted based on existing data obtained from the Bangladesh Health Facility Survey (BHFS) 2017. Data collected from a total of 303 facilities providing TB services were retrieved. The outcome variables of the present study were availability and readiness of the TB health facilities for providing diabetes mellitus service. Readiness was measured for four domains: staff and guidelines, equipment, diagnostic facility and basic medicine. The independent variables were: facility level, management authority and location of the facility. Binary and multiple logistic regression models were constructed for both the outcome variables (availability and readiness) to find out their predictors. Services for diabetes mellitus were available in 68% of the TB facilities while high readiness was present in 36% of the facilities. For domain-specific readiness index, readiness for the domains of staff and guidelines, equipment, diagnostic facility and basic medicine was reported in 46%, 96%, 38% and 25% facilities respectively. In the logistic regression model, availability of diabetes mellitus services was better in primary level (aOR 2.62, 95% CI 1.78-4.77) and secondary level (aOR 3.26, 95% CI 1.82-9.05) facilities than community facilities. Similarly, readiness of diabetes mellitus care was also better in these facilities (aOR 2.55, 95% CI 1.05-4.71 for primary and aOR 2.75, 95% CI 1.80-4.32 for secondary facilities). Besides, private TB facilities had better availability (aOR 2.84, 95% CI 1.75-5.89) and readiness (aOR 2.52, 95% CI 1.32-4.29) for diabetes mellitus care. Availability and readiness for providing diabetes mellitus services in TB care providing facilities in Bangladesh is inadequate.

Global analysis of geological CO2 storage by pressure-limited injection sites

Limiting global warming to a 2 °C rise may require large-scale deployment of carbon capture and storage (CCS). Due to the key role CCS plays in integrated assessment models of climate change mitigation, it is important that fundamental physical constraints are accounted for. We produce a global estimate of CO2 storage resource that accounts for pressure-limits within basin-scale reservoir systems. We use a dynamic physics model of reservoir pressurisation that is sufficiently simple to be incorporated into energy systems models. Our estimates address regionally inconsistent methodologies and the general lack of consideration for pressure limitations in global storage resource estimates. We estimate a maximum pressure-limited resource base and explore scenarios with different injection patterns, and scenarios where the extent of CCS deployment is limited by the history of regional hydrocarbon exploration and the readiness of countries for deployment. The maximum pressure-limited global storage achievable after thirty years of injection is 3640GtCO2 (121GtCO2yr-1), increasing to 5630GtCO2 (70 GtCO2yr-1) at the end of the century. These represent an update to volumetric-based estimates that suggest in excess of 10,000Gt of storage resource available. When CCS deployment is limited to the top ten countries ranked by the GCCSI Storage Readiness Index, our maximum storage estimate decreases to 780GtCO2 (26GtCO2yr-1) at the mid-century and 1177GtCO2 (15GtCO2yr-1) at the end of the century. These latter results fall within the range of projected deployment by the IPCC and IEA and suggest that reservoir pressurisation will limit CCS deployment if development does not rapidly expand beyond the current implementation.

Prevalence and determinants of readiness of health facilities for quality antenatal care services in Bangladesh.

This study investigates the prevalence and determinants of readiness for quality antenatal care (ANC) services in Bangladesh using data from the 2017 Bangladesh Health Facility Survey (BHFS). We assessed the association between selected factors and the readiness index using multinomial logistic regression. We identified a significant gap in the availability and quality of ANC services, only 4.26% of health facilities provide quality ANC services, with rural facilities showing lower readiness compared to urban facilities (RRR:0.13; 95% CI: 0.06-0.31; p < 0.001). Community clinics and private hospitals have a lower likelihood of medium or high readiness compared to public hospitals or clinics. Health facilities with specialized care are more likely to demonstrate readiness for quality ANC services. Policy recommendations include increased healthcare funding, implementation of ANC guidelines, strengthened monitoring and evaluation of health facilities, and heightened community awareness. These measures should improve ANC, overall health outcomes, and public health policies.