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Open Access Research

Establishing a health information workforce: innovation for low- and middle-income countries

Jenny H Ledikwe12*, Letitia L Reason1, Sarah M Burnett23, Lesego Busang4, Stephane Bodika5, Refeletswe Lebelonyane6, Steven Ludick7, Ellah Matshediso78, Shreshth Mawandia29, Mpho Mmelesi10, Baraedi Sento2 and Bazghina-werq Semo12

Author Affiliations

1 Department of Global Health, University of Washington, Seattle, Washington, USA

2 Botswana International Training and Education Center for Health (I-TECH), Gaborone, Botswana

3 Accordia Global Health Foundation, Washington, DC, USA

4 African Comprehensive HIV/AIDS Program, Gaborone, Botswana

5 United States Centers for Disease Control and Prevention, Gaborone, Botswana

6 Botswana Ministry of Health, Gaborone, Botswana

7 Botswana Ministry of Local Government, Gaborone, Botswana

8 University of Botswana, Gaborone, Botswana

9 Tanzania International Training and Education Center for Health (I-TECH), Dar es Salaam, Tanzania

10 Botswana National AIDS Coordinating Agency, Gaborone, Botswana

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Human Resources for Health 2013, 11:35  doi:10.1186/1478-4491-11-35


The electronic version of this article is the complete one and can be found online at: http://www.human-resources-health.com/content/11/1/35


Received:8 April 2013
Accepted:4 July 2013
Published:18 July 2013

© 2013 Ledikwe et al.; licensee BioMed Central Ltd.

This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Abstract

Background

To address the shortage of health information personnel within Botswana, an innovative human resources approach was taken. University graduates without training or experience in health information or health sciences were hired and provided with on-the-job training and mentoring to create a new cadre of health worker: the district Monitoring and Evaluation (M&E) Officer. This article describes the early outcomes, achievements, and challenges from this initiative.

Methods

Data were collected from the district M&E Officers over a 2-year period and included a skills assessment at baseline and 12 months, pre- and post-training tests, interviews during stakeholder site visits, a survey of achievements, focus group discussions, and an attrition assessment.

Results

An average of 2.7 mentoring visits were conducted for M&E Officers in each district. There were five training sessions over 18 months. Knowledge scores significantly increased (p < 0.05) during the three trainings in which pre/post tests were administered. Over 1 year, there were significant improvements (p < 0.05) in self-rated skills related to computer literacy, checking data validity, implementing data quality procedures, using data to support program planning, proposing indicators, and writing M&E reports. Out of the 34 district M&E Officers interviewed during site visits, most were conducting facility visits to review data (27/34; 79%), comparing data sets over time (31/34; 91%), backing up data (32/34; 94%), and analyzing data (32/34; 94%). Common challenges included late facility reports (28/34; 82%), lack of transportation (22/34; 65%), inaccurate facility reports (10/34; 29%), and colleagues’ misunderstanding of M&E (10/34; 29%). Six posts were vacated in the first year (6/51; 12%). A total of 49 Officers completed the achievements survey; of these, common accomplishments related to improvements in data management (35/49; 71%), data quality (31/49; 63%), data use (29/49; 59%), and capacity development (26/49; 53%).

Conclusions

The development of a cadre of district M&E Officers has contributed positively to the health information system in Botswana. In the absence of tertiary training related to health information, on-the-job training and mentoring of university graduates can be an effective approach for developing a new professional cadre of M&E expertise and for strengthening capacity within a national health system.

Keywords:
Health information; Monitoring and evaluation (M&E); Data quality; Task shifting; Health workforce

Background

Many low- and middle-income countries experience critical shortages of health workers and imbalances in the mix of skills within the health workforce [1,2], a challenge exacerbated by the HIV/AIDS epidemic [3]. This widely recognized global health problem impedes efforts to reach overall health goals [4,5]. Discussions and interventions on health worker shortages often focus on the need for physicians and other clinical staff who deliver prevention, care, and treatment services [5-7]. However, to maintain a well-functioning health system, health care providers need to be complemented by nonclinical personnel with additional relevant skills [5]. This includes health workers who monitor and evaluate health program performance to ensure effective and efficient implementation. The World Health Organization has identified health information systems as one of the six core components or “building blocks” of a health system [8].

Recognition of the importance of health information systems is growing, partially due to unprecedented donor assistance and global health initiatives such as the United States President's Emergency Plan for AIDS Relief (PEPFAR), the Bill and Melinda Gates Foundation, and the Global Fund to Fight AIDS, Tuberculosis, and Malaria [8]. As health programs expand to address HIV/AIDS and related morbidities, there have been concomitant increases in the amount of data generated due to the rising numbers of health programs, service delivery sites, and patients [9]. Similarly, the number of indicators being monitored within health information systems has increased, and there is greater emphasis on accountability and transparency in program budget execution. Even though the importance of data is being increasingly recognized, poor data quality has been noted in a number of low- and middle-income countries [10-18], with human resource challenges being a contributing factor [9,10,12,15,16,19,20].

In Botswana, human resource constraints were identified as one factor adversely affecting the health information systems as part of the 2010 Botswana Country Report on Progress Toward the 2001 Declaration of Commitment on HIV and AIDS[19]. The lack of health informatics as well as monitoring and evaluation (M&E) training programs within tertiary institutions in Botswana has contributed to this situation. Additionally, health-care workers who traditionally assumed data-related responsibilities have been challenged to fulfill these duties because of the increasing workload associated with health program expansion. To rapidly address the need for health information personnel, a task-shifting approach was implemented in which a new cadre – district M&E Officers – was created. Task shifting is a strategy to help alleviate health workforce shortages by delegating tasks to new or existing cadres [1]. Since individuals trained in health informatics or M&E were not available for recruitment, an innovative approach was undertaken to build this new cadre: university graduates in the field of social sciences were recruited and provided with on-the-job training and mentoring in order to provide them with the knowledge and skills necessary to carry out M&E responsibilities. A total of 51 district M&E Officers were initially employed, with most of the 27 districts in the country receiving two officers. They were placed within the District Health Management Teams and the Offices of the District AIDS Coordinator. While supervision differed by district, the members of the new cadre were generally supervised by a Public Health Specialist, a Community Health Nurse, or the District AIDS Coordinator. All officers were from Botswana and were initially hired on a fixed-term (1–3 year) contract. The role of the new cadre was multifaceted, with an expectation that they would assume most data-related activities previously conducted by a range of health workers. The scope of work for the new cadre focused on supporting health facilities, nongovernmental organizations, and district-level entities in strengthening health data collection, ensuring regular and timely reporting and feedback, promoting a culture of data utilization and evidence-based planning, and building capacity within the health system. Additionally, the district M&E Officers would be responsible for compiling district-wide health data and reporting to the national programs. The reports generated by the M&E Officers were to be used to strengthen and inform programmatic planning at facility, district and national level.

Multiple stakeholders collaborated on this initiative. The Ministry of Local Government (MLG) and Ministry of Health (MOH) were responsible for administrative and technical oversight of the district M&E Officers. The US Centers for Disease Control and Prevention (CDC) and the African Comprehensive HIV/AIDS Partnership (ACHAP) funded salaries of the new cadre and provided technical guidance in conjunction with UNAIDS and the National AIDS Coordinating Agency. The International Training and Education Center for Health (I-TECH) in Botswana provided training and mentoring support.

Trainings were conducted two to three times a year and included skill-building workshops and didactic sessions. On-site mentoring visits lasted 1 to 2 days with the purpose of reinforcing knowledge and skills gained during trainings as well as troubleshooting other work-related challenges. Mentoring was tailored to the individual needs of the District M&E Officers and was conducted by M&E Officers from I-TECH in conjunction with M&E staff from the Ministry of Local Government. At the beginning of the project, an exit strategy was developed to ensure sustainability beyond donor support; this included a focus on ensuring that all activities related to the cadre were overseen by staff within the Government of Botswana and ensuring that discussions related to the absorption of the cadre in the Government of Botswana public health system were held frequently throughout development an initiation of the cadre. The objective of this article is to describe the early outcomes, achievements, and challenges of the new cadre.

Methods

A mixed methods approach with qualitative and quantitative data was used. The data were collected from the district M&E Officers over a 2-year period (Table 1) and included a skills assessment at the beginning of the cadre’s tenure and after 12 months, pre- and post-training tests, interviews during stakeholder site visits, a survey focusing on achievements, focus group discussions, and an attrition assessment. These data were collected for monitoring program implementation. Use of the data for this publication was approved by the Botswana Health Research and Documentation Committee, the ethical review board overseeing human health research at the Ministry of Health. While there were 51 district M&E Officers hired at the outset, the number of occupied positions varied over the course of the project as some Officers left during the course of implementation while others were also recruited into the cadre.

Table 1. Timeline for data collection activities

To create an initial profile of capabilities and to ascertain training needs, baseline self-assessments were completed by 40 district M&E Officers, representing 78% (40/51) of the posts. While focused on M&E skills, the assessment also included items about educational background, with a 5-point Likert scale used to self-report skill levels. The same assessment tool was re-administered after 12 months with 31 of the original 40 respondents completing the tool (78%).

Pre- and post-training tests were administered at three of the five training sessions for the district M&E Officers, which were conducted at approximately 6, 12, and 18 months after the initiation of the cadre. This included trainings on the national HIV/AIDS programs, data management, and data analysis, with 30, 31, and 43 M&E Officers completing pre-post training tests at each of these trainings, respectively. Changes in knowledge were assessed using multiple choice and true/false questions.

Interviews were conducted during site visits by stakeholders at 18 months to collect information on the activities being conducted by the district M&E Officers. Stakeholders included representation from MLG, MOH, UNAIDS, NACA, CDC, ACHAP, and I-TECH. Thirty-four of the district M&E Officers, which represents 67% (34/51) of the posts, were interviewed during these visits using a standardized questionnaire with open-ended questions.

After 18 months, 49 district M&E Officers, representing 96% of the posts (49/51), completed a brief, written survey to provide information on their experiences as district M&E Officers. The survey included open-ended questions that focused on achievements. The survey was administered in-person to the participants while they were attending a workshop. The instructions were read to participants as a group, and they were provided with an opportunity to ask questions or seek clarity if they felt they needed assistance.

Two focus group discussions were conducted with the district M&E Officers after 24 months to learn more about the capacity building efforts undertaken to develop the cadre. Officers within approximately 40 km of the two main city centers were invited to participate in the focus groups. A total of 23 district M&E Officers participated, representing 45% of the posts within the cadre (23/51). Focus group discussions were recorded, transcribed, and translated (where necessary) before analysis.

Approximately 1 year after the initiation of the project, telephone interviews were conducted with all six district M&E Officers who had left their positions during that year. This attrition assessment included open-ended questions focusing on their reasons for resignation.

Data analysis

Quantitative data were analyzed using SPSS (PASW Statistics for Windows, Version 18.0.0, SPSS, Inc.). This included data from the knowledge and skills assessment administered at baseline and 12 months as well as pre- and post-training test scores. Data were summarized using descriptive statistics, with paired t-tests performed to assess changes in knowledge and self-rated skill. A general inductive approach was taken for analyzing the qualitative evaluation data from the survey, focus groups, and stakeholder site visit reports [21]. This involved the manual coding of textual data and identification of common themes in order to condense the data into a summary format and establish links with the evaluation objectives.

Results

Baseline skills assessment

Data from the baseline skills assessment (n = 40) indicate that 55% (22/40) of the district M&E Officers were female. All respondents held a Bachelors’ degree, with the most common fields of study being economics, statistics, and demography. When asked to list health or statistics courses they had taken, most (30/40; 75%) reported they had taken at least one university-level course in statistics; however, few (6/40; 15%) reported taking a health course.

Respondents rated their computer skills and various professional skills. While most (29/40; 73%) indicated they had experience with Microsoft Word, less than half of the Officers indicated they were experienced with Microsoft Excel (17/40; 43%), PowerPoint (8/40; 20%), or Access (5/40; 13%). The baseline assessment also included five basic multiple-choice questions related to HIV knowledge. All respondents correctly indicated that PMTCT was an acronym for prevention of mother-to-child-transmission of HIV. Most identified that CD4 counts were used to assess antiretroviral (ARV) therapy eligibility among HIV patients (38/40; 95%) and knew that isoniazid preventive therapy was used to prevent tuberculosis (36/40; 90%). Approximately 80% were able to identify the purpose of the national ARV program (33/40; 83%). A quarter of the Officers (10/40; 25%) were able to correctly identify that nevirapine is commonly used for prevention of mother-to-child transmission of HIV. When presented with simple data sets, the majority was able to correctly calculate a median (38/40; 95%), a mean (34/40; 85%), and a percent (34/40; 85%); draw a graph (32/40; 80%); and complete a simple data aggregation exercise (37/40; 93%).

Training and mentoring

Data from the baseline skills assessment were used to develop a training and mentoring plan for the district M&E Officers. Over the 2-year period following the initiation of the cadre, seven trainings were conducted specifically for the district M&E Officers (Table 2). Pre- and post training tests were administered during three of these trainings. There were significant increases (p < 0.05) in average knowledge scores for each of the three trainings. Mentoring visits were conducted at the M&E Officers workplace to address day-to-day technical issues and reinforce concepts presented at the trainings. On average, 2.7 visits were made to each of the 27 districts (range = 1–5) over the 2 years.

Table 2. Trainings held for M&E Officers over 18 months with pre-test and post-test score, when collected

Twelve-month skills assessment

Items from the skills assessment administered at baseline were re-administered to the Officers at 12 months (Table 3). There were significant improvements (p < 0.05) in self-rated computer literacy during the first year related to use of Microsoft Excel to create tables, to create graphs, and to do calculations; use of a word-processing program to write letters and memos, to create tables, and to insert graphics; and use of Microsoft PowerPoint to create presentations. Skill related to Microsoft Access remained low at 12 months. There were also improvements in self-rated ability to check data validity and implement data quality procedures; use data to support program planning; propose indicators for program monitoring; and write reports to disseminate M&E information. There were no significant changes related to data analysis, knowledge of basic epidemiology, program evaluation, or self-assessment ability.

Table 3. Baseline and 12-month skills assessment results (based on a 5-point scale; 1 = no ability, 5 = high ability)

Interviews during site visits

Information related to the duties undertaken by the district M&E Officers was gathered during site visits conducted by stakeholders at 18 months. It was found that all 34 of the district M&E Officers who participated in the site visits were engaged in M&E-related activities; however, almost one quarter of the Officers (8/34; 24%) were also engaged in non-M&E activities such as community mobilization and implementation of HIV programmatic initiatives. Essentially all of the Officers (32/34; 94%) reported being engaged in activities to improve data quality and security. This included conducting facility visits to review data (79%) as well as comparing new data with values previously received (31/34; 91%) and backing up data at regular intervals (32/34; 94%). Most Officers (32/34; 94%) also indicated they were involved in data analysis, including generating routine program reports, compiling data for evidence-based planning activities, and investigating specific health issues such as increases in diarrhea cases or teenage pregnancies.

Challenges identified during the stakeholder visits included late and inaccurate reports from health facilities, which were reported by 82% (28/34) and 29% (10/34) of the district M&E Officers, respectively. Lack of transportation was reported by 65% (22/34) of the Officers as a challenge for data verification and capacity development at facilities. Additionally, 18% (6/34) reported that the electronic data systems were not functioning properly. Furthermore, 29% of those visited (10/34) reported that colleagues and district management were not sensitized to M&E and did not understand its importance, with reports of Program Officers being uncooperative and difficult to work with by 15% of the district M&E Officers (n = 5/34).

Survey of achievements

Further information about the accomplishments of the district M&E Officers was obtained from the survey on achievements, which was completed by 49 Officers. As depicted in Table 4, responses encompassed seven general themes. The most common accomplishments were related to improvements in data management (35/49; 71%), data quality (31/49; 63%), and data use (29/49; 59%). Capacity development activities were listed by a little over half of the Officers (26/49; 53%); many listed accomplishments that fell outside of the expected job duties for the district M&E Officers (21/49; 43%). Reporting duties were seen as accomplishments by ten Officers (10/49; 20%), and five (5/49; 10%) indicated they had been involved in operations research activities.

Table 4. Responses from survey asking District M&E Officers to list the their achievements (n = 49)

Focus group discussions

Focus group discussions provided information on the district M&E Officers’ perspective of the training and mentoring activities. Participants reported that they preferred trainings with fewer participants, as these allowed for more one-on-one guidance. They also felt that trainings were most useful when they focused on practical information that directly related to their day-to-day responsibilities in the field. They suggested that the trainings needed more balance between basic didactic information provided to build a solid understanding of M&E and practical information the Officers needed to carry out their jobs. Weaknesses noted included insufficient training time for the amount of material and the need for more practical activities. When asked about additional training needs, participants from both focus groups requested training in advanced M&E topics to further build their expertise.

Officers reported that the mentoring provided an opportunity for individualized support in which they could raise important issues, solve problems, and improve their work. It also provided an opportunity to discuss their training needs and receive feedback. During each focus group, participants reported that the mentoring was beneficial, saying such things about their mentoring sessions as: “they help us to stay focused”, “they aid in personal growth”, “they care, and [they] motivate us in our work”, and “they help in a lot of things related to data management”. Suggestions for improving the mentoring component of the project included increasing the duration and frequency of the mentoring visits and ensuring that the mentoring schedule is communicated well in advance of the visit. Additionally, the Officers expressed interest in receiving progress reports based on the mentoring visits.

Attrition assessment

Attrition was also a challenge for the new cadre. Six of the 51 district M&E Officer posts were vacated during the first 12 months (6/51; 12%). When asked about their reasons for leaving, the Officers expressed a variety of concerns, including inadequate support from supervisors, insufficient salary, high workload, and limited job security due to contract employment status. There were also complaints related to the limited professional progression opportunities.

Discussion

These data indicate that the development of a cadre of district M&E Officers has contributed positively to the health information system in Botswana. In the absence of tertiary training in health informatics or M&E, on-the-job training and mentoring of university graduates can be an effective approach for developing a new professional cadre of M&E expertise and for strengthening capacity within a national health information system. The district M&E Officers initiated activities to strengthen data management, quality, reporting, and utilization for evidence-based planning. They also played an important role in raising awareness of health informatics and building M&E capacity among health workers and facility staff. While multiple studies have shown that task shifting can be an effective strategy for strengthening the provision of health services [1,2,22], there is less documentation in the literature related to the shift of health information responsibilities from clinicians to a non-clinical professional cadre as an approach to improving health information systems.

This initiative provides valuable information related to task shifting and the development of new professional cadres. One of the key lessons learned was the importance of ensuring job satisfaction. Twelve percent of the district M&E Officer posts were vacated during the first year, with low job satisfaction as the main factor. This is in-line with findings from a recent literature review of studies in Africa investigating the shifting of tasks from physicians to nurses that found that job satisfaction was closely related to staff retention and important for sustainability [23]. Given that the capacity development activities for this new cadre were based on the incremental building of skills, retaining staff was especially important. The attrition assessment highlighted the need to ensure clear roles and responsibilities, job security, and an appropriate career trajectory for this new cadre. These correspond to recommendations developed by WHO to guide task-shifting initiatives [1]. Another key lesson learned was that while it was important to help mitigate attrition, it was also important to plan for attrition by developing a strategy for efficient recruitment and development of training materials that could easily be used to train new staff. For example, the stakeholders guiding this project developed a set of self-guided workbooks that could be used as low-resource training materials to introduce new members of the cadre to health informatics and their day-to-day responsibilities [24].

There were multiple innovative aspects of this initiative. The approach addressed an urgent and immediate need for health informatics expertise through the provision of on-the-job training as opposed to long-term, off-site training. This on-going capacity building allowed for prompt strengthening of the health information workforce. Another unique aspect of this initiative is that while much of the initial funding was through PEPFAR, the initiative resulted in system-strengthening benefits that extend beyond the HIV/AIDS program as the district M&E Officers provided support to all district-based health programs. Training and mentoring, which are resource-intensive activities, were key components of this initiative. Therefore, there was a strong focus on country ownership and sustainability from the planning stages of the project that extended throughout the development of the cadre, with a focus on ensuring that the new cadre was a government-led initiative supported collaboratively by multiple stakeholders. This exemplifies the importance of country ownership. Subsequent to the development and implementation of this project, country ownership has been recommended internationally as an important approach to donor assistance [25]. While the posts for the M&E Officers were initially provided by donor funding through fixed-term contracts, steps have been initiated for absorption of the cadre into the Government of Botswana public health workforce.

A skilled health information workforce is a critical component of a well-functioning national health system [26]. This study emphasized the importance of capacity development as a means to improve data quality. While these data indicate that the M&E Officers gained knowledge and skill in certain areas, a significant change in these competencies resulting from further training and mentoring related to areas such as basic epidemiology, program evaluation, and self-assessment was not detected. The importance of capacity building to strengthen health systems is supported by data from a study in South Africa that found that training health information personnel and program managers in data collection, in conjunction with monthly data reviews and data audits, improved the completeness and accuracy of data for monitoring the PMTCT program [10]. It is, however, important to note that the challenges affecting health information systems are complex and multifactorial and that capacity development initiatives must be implemented alongside other system-strengthening initiatives to have the most substantive impact. This would include initiatives to implement electronic data management systems [9,17], instill a culture of data use [27], and harmonize data collection efforts [17,26,28,29].

A limitation of the data presented in this article is that they were collected for routine monitoring of the cadre as it was developed. The data related to M&E Officers’ skill level were based on self-reported measures and may not have reflected their actual skill level. There was a 12-month period of time between the initial skills assessment and the follow-up assessment. Factors other than the training and mentoring activities, such as self-efficacy or self-directed learning experiences, may have contributed to the improved skill levels reported, but these were not assessed or used to adjust the analyses. While these data provide important descriptive information regarding the system-strengthening activities initiated by the district M&E Officers, there is a need for further investigation of the impact of the cadre on health information systems after they have been in the field for a longer period of time to objectively examine data quality. Future assessment should include interviews or focus group discussions to provide more detailed information related to the achievements of the cadre. There was fluctuation within the population of district M&E Officers as some individuals did leave their posts over the 2 years in which the data were collected, while others were recruited into the cadre throughout the duration of the project.

The HIV/AIDS epidemic has placed a burden on health information systems as the amount of and demand for data have increased with the escalation in care, treatment, and prevention activities. Sound M&E systems are more important than ever because of resource constraints that necessitate evidence-based decision-making in order to target limited resources as efficiently as possible [17], performance-based funding mechanisms implemented by some major funders [30], and the emphasis on monitoring Millennium Development Goals [31]. While achieving data quality has been shown to be a challenge, even in non-resource limited settings [32,33], reports from countries such as Uruguay suggest that high data quality can be achieved in resource-constrained environments [34]. The timely availability of quality data is crucial for addressing health challenges and improving the quality of care throughout the health system. Initiatives such as the one presented in this article are needed to ensure adequate human resources to support national health information systems.

Conclusion

The development of a cadre of district M&E Officers has contributed positively to the health information system in Botswana through the initiation of a variety of activities to strengthen data management, quality, reporting, and utilization for evidence-based planning. In a context where a pool of trained health informatics personnel is not available, university graduates can be recruited to participate in intensive on-the-job training and mentoring programs, a successful approach to strengthening health information systems.

Competing interests

The authors declare that they have no competing interests.

Authors’ contributions

JHL participated in the development and implementation of the district M&E Officer cadre, study design and data collection, data analysis, and manuscript writing. LR participated in data collection, data analysis, and manuscript writing. SMB, LB, SB, EM, SM, MM, and BWS participated in the implementation of the district M&E Officer cadre, data collection, data analysis, and revision of the manuscript. RL and SL participated in the development of the district M&E Officer cadre and the revision of the manuscript. BS participated in the development of the district M&E Officer cadre, data analysis, and manuscript writing. All authors read and approved the final manuscript.

Acknowledgements

We acknowledge the contributions of the M&E Officers, and project stakeholders from MOH, MLG, UNAIDS, NACA, CDC Botswana, and I-TECH, who provided important information for this manuscript. This work has been supported by the President’s Emergency Plan for AIDS Relief (PEPFAR) through funding to the University of Washington and I-TECH from Cooperative Agreement U91 HA06801 from the US Department of Health and Human Services, Health Resources and Services Administration (HRSA) Global HIV/AIDS Bureau.

References

  1. World Health Organisation: Treat, Train, Retain: the AIDS and health workforce plan. Geneva: WHO Press; 2006. OpenURL

  2. World Health Organisation: Task shifting: rational redistribution of tasks among health workforce teams. Global recommendations and guidelines. Geneva: WHO Press; 2008. OpenURL

  3. Anyangwe SC, Mtonga C: Inequities in the global health workforce: the greatest impediment to health in sub-Saharan Africa.

    Int J Environ Res Public Health 2007, 4:93-100. PubMed Abstract | Publisher Full Text OpenURL

  4. Vujicic M, Weber SE, Nikolic IA, Atun R, Kumar R: An analysis of GAVI, the Global Fund and World Bank support for human resources for health in developing countries.

    Health Policy Plan 2012. OpenURL

  5. World Health Organisation: Working together for health: the world health report. Geneva: WHO Press; 2006. OpenURL

  6. Kinfu Y, Dal Poz MR, Mercer H, Evans DB: The health worker shortage in Africa: are enough physicians and nurses being trained.

    Bull World Health Organ 2009, 87:225-230. PubMed Abstract | Publisher Full Text | PubMed Central Full Text OpenURL

  7. Scheffler RM, Mahoney CB, Fulton BD, Dal Poz MR, Preker AS: Estimates of health care professional shortages in sub-Saharan Africa by 2015.

    Health Aff (Millwood) 2009, 28:w849-862. Publisher Full Text OpenURL

  8. World Health Organisation: Monitoring the building blocks of health systems: a handbook of indicators and their measurement strategies. Geneva: WHO Press; 2010. OpenURL

  9. Nash D, Elul B, Rabkin M, Tun M, Saito S, Becker M, Nuwagaba-Biribonwoha H: Strategies for more effective monitoring and evaluation systems in HIV programmatic scale-up in resource-limited settings: Implications for health systems strengthening.

    J Acquir Immune Defic Syndr 2009, 52(Suppl 1):S58-62. PubMed Abstract | Publisher Full Text OpenURL

  10. Mphatswe W, Mate KS, Bennett B, Ngidi H, Reddy J, Barker PM, Rollins N: Improving public health information: a data quality intervention in KwaZulu-Natal, South Africa.

    Bull World Health Organ 2012, 90:176-182. PubMed Abstract | Publisher Full Text | PubMed Central Full Text OpenURL

  11. Burger EH, van der Merwe L, Volmink J: Errors in the completion of the death notification form.

    S Afr Med J 2007, 97:1077-1081. PubMed Abstract | Publisher Full Text OpenURL

  12. Makombe SD, Hochgesang M, Jahn A, Tweya H, Hedt B, Chuka S, Yu JK, Aberle-Grasse J, Pasulani O, Bailey C, et al.: Assessing the quality of data aggregated by antiretroviral treatment clinics in Malawi.

    Bull World Health Organ 2008, 86:310-314. PubMed Abstract | Publisher Full Text | PubMed Central Full Text OpenURL

  13. Mate KS, Bennett B, Mphatswe W, Barker P, Rollins N: Challenges for routine health system data management in a large public programme to prevent mother-to-child HIV transmission in South Africa.

    PLoS One 2009, 4:e5483. PubMed Abstract | Publisher Full Text | PubMed Central Full Text OpenURL

  14. Mavimbe JC, Braa J, Bjune G: Assessing immunization data quality from routine reports in Mozambique.

    BMC Publ Health 2005, 5:108. BioMed Central Full Text OpenURL

  15. Otwombe KN, Wanyungu J, Nduku K, Taegtmeyer M: Improving national data collection systems from voluntary counselling and testing centres in Kenya.

    Bull World Health Organ 2007, 85:315-318. PubMed Abstract | Publisher Full Text | PubMed Central Full Text OpenURL

  16. Garrib A, Stoops N, McKenzie A, Dlamini L, Govender T, Rohde J, Herbst K: An evaluation of the District Health Information System in rural South Africa.

    S Afr Med J 2008, 98:549-552. PubMed Abstract OpenURL

  17. Ekouevi DK, Karcher S, Coffie PA: Strengthening health systems through HIV monitoring and evaluation in Sub-Saharan Africa.

    Curr Opin HIV AIDS 2011, 6:245-250. PubMed Abstract | Publisher Full Text OpenURL

  18. Gething PW, Noor AM, Gikandi PW, Ogara EA, Hay SI, Nixon MS, Snow RW, Atkinson PM: Improving imperfect data from health management information systems in Africa using space-time geostatistics.

    PLoS Med 2006, 3:e271. PubMed Abstract | Publisher Full Text | PubMed Central Full Text OpenURL

  19. Government of Botswana National AIDS Coordinating Agency (NACA): Progress report of the national response to the 2001 declaration of commitment on HIV and AIDS: Botswana country report 2010. Gaborone, Botswana: NACA; 2010. OpenURL

  20. Chaulagai CN, Moyo CM, Koot J, Moyo HB, Sambakunsi TC, Khunga FM, Naphini PD: Design and implementation of a health management information system in Malawi: issues, innovations and results.

    Health Policy Plan 2005, 20:375-384. PubMed Abstract | Publisher Full Text OpenURL

  21. Thomas D: A general inductive approach for analysing qualitative evaluation data.

    Am J Eval 2006, 27:237. Publisher Full Text OpenURL

  22. Ledikwe JH, Kejelepula M, Maupo K, Sebetso S, Thekiso3 M, Smith4 M, Mbayi4 B, Houghton2 N, Thankane2 K, O’Malley1 G, Semo B-w: Evaluation of a well-established task-shifting initiative: the lay counselor cadre in Botswana (2002–2010).

    PLOSone 2013, 8:e1601. OpenURL

  23. Iwu EN, Holzemer WL: Task shifting of HIV management from doctors to nurses in Africa: Clinical outcomes and evidence on nurse self-efficacy and job satisfaction.

    AIDS Care 2013. OpenURL

  24. International Training and Education Center for Health (I-TECH): An orientation to district level monitoring and evaluation.

  25. The Office of the Global AIDS Coordinator:

    PEPFAR blueprint: creating an AIDS free generation. 2012. OpenURL

  26. AbouZahr C, Boerma T: Health information systems: the foundations of public health.

    Bull World Health Organ 2005, 83:578-583. PubMed Abstract | Publisher Full Text | PubMed Central Full Text OpenURL

  27. Braa J, Heywood A, Sahay S: Improving quality and use of data through data-use workshops: Zanzibar, United Republic of Tanzania.

    Bull World Health Organ 2012, 90:379-384. PubMed Abstract | Publisher Full Text | PubMed Central Full Text OpenURL

  28. Shaw V: Health information system reform in South Africa: developing an essential data set.

    Bull World Health Organ 2005, 83:632-636. PubMed Abstract | Publisher Full Text | PubMed Central Full Text OpenURL

  29. Kawonga M, Blaauw D, Fonn S: Aligning vertical interventions to health systems: a case study of the HIV monitoring and evaluation system in South Africa.

    Health Res Policy Syst 2012, 10:2. PubMed Abstract | BioMed Central Full Text | PubMed Central Full Text OpenURL

  30. Bosch-Capblanch X, Ronveaux O, Doyle V, Remedios V, Bchir A: Accuracy and quality of immunization information systems in forty-one low income countries.

    Trop Med Int Health 2009, 14:2-10. PubMed Abstract | Publisher Full Text OpenURL

  31. Rugg D, Marais H, Carael M, De Lay P, Warner-Smith M: Are we on course for reporting on the Millennium Development Goals in 2015?

    J Acquir Immune Defic Syndr 2009, 52(Suppl 2):S69-76. PubMed Abstract | Publisher Full Text OpenURL

  32. Brouwer HJ, Bindels PJ, Weert HC: Data quality improvement in general practice.

    Fam Pract 2006, 23:529-536. PubMed Abstract | Publisher Full Text OpenURL

  33. Del Mar CB, Lowe JB, Adkins P, Arnold E, Baade P: Improving general practitioner clinical records with a quality assurance minimal intervention.

    Br J Gen Pract 1998, 48:1307-1311. PubMed Abstract | PubMed Central Full Text OpenURL

  34. Ronveaux O, Arrieta F, Curto S, Laurani H, Danovaro-Holliday MC: Assessment of the quality of immunization data produced by the national individual registration system in Uruguay, 2006.

    Rev Panam Salud Publica 2009, 26:153-160. PubMed Abstract OpenURL