Improving data quality for the CAADP biennial review: A partnership initiative piloted in five countries

Improving data quality for the CAADP biennial review: A partnership initiative piloted in five countries PDF Author: Benin, Samuel
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 54

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Book Description
This paper presents results of a data partnership framework for strengthening evidence-based planning and implementation that was initiated in 2019 in five selected African countries (Kenya, Malawi, Mozambique, Senegal, and Togo) during the second round of the CAADP biennial review (BR) process. It analyzes the effect of the activities conducted on the data reporting rate and the quality of data reported in the five pilot countries, compared with what was achieved in like-pilot countries. The like-pilot countries are non-pilot countries that have characteristics like the pilot countries at the baseline which affect selection into the pilot or the data reporting and quality outcomes. Different methods (standard deviations, propensity score matching, and two-stage weighted regression) are used to identify the like-pilot countries, and a difference-in-difference method is used to estimate the effect of the pilot activities on the outcomes. The capacity-strengthening activities focused on working with the country Biennial Review (BR) team to: assess the inaugural or 2018 BR process and identify the data gaps; constitute and train members of data clusters to compile and check the data for the 2020 BR; and then validate and submit the data. The findings show that the activities helped the pilot countries to improve their performance in the data reporting rate and the quality of data reported in the 2020 BR. The largest improvement is observed in Togo and Senegal, followed by Kenya and Malawi, and then Mozambique. The average increase in the data reporting rate between 2018 and 2020 BRs for the pilot countries is greater than the average progress made in the like-pilot countries by about 6 to 9 % pts. This derives mostly from improvements in the data reporting rate for the indicators under theme 3 on ending hunger. Regarding the quality of data reported (measured as the percent of the data reported that have issues) too, the pilot countries on average performed better than the like-pilot countries, especially with respect to the data reported under themes 2 on investment in agriculture and 3 on ending hunger. But most of the estimated differences have low or no statistical significance. Implications for sustaining the progress made in the pilot countries, as well as for extending the activities to other countries, for the next rounds of the BR are discussed.

Improving data quality for the CAADP biennial review: A partnership initiative piloted in five countries

Improving data quality for the CAADP biennial review: A partnership initiative piloted in five countries PDF Author: Benin, Samuel
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 54

Get Book Here

Book Description
This paper presents results of a data partnership framework for strengthening evidence-based planning and implementation that was initiated in 2019 in five selected African countries (Kenya, Malawi, Mozambique, Senegal, and Togo) during the second round of the CAADP biennial review (BR) process. It analyzes the effect of the activities conducted on the data reporting rate and the quality of data reported in the five pilot countries, compared with what was achieved in like-pilot countries. The like-pilot countries are non-pilot countries that have characteristics like the pilot countries at the baseline which affect selection into the pilot or the data reporting and quality outcomes. Different methods (standard deviations, propensity score matching, and two-stage weighted regression) are used to identify the like-pilot countries, and a difference-in-difference method is used to estimate the effect of the pilot activities on the outcomes. The capacity-strengthening activities focused on working with the country Biennial Review (BR) team to: assess the inaugural or 2018 BR process and identify the data gaps; constitute and train members of data clusters to compile and check the data for the 2020 BR; and then validate and submit the data. The findings show that the activities helped the pilot countries to improve their performance in the data reporting rate and the quality of data reported in the 2020 BR. The largest improvement is observed in Togo and Senegal, followed by Kenya and Malawi, and then Mozambique. The average increase in the data reporting rate between 2018 and 2020 BRs for the pilot countries is greater than the average progress made in the like-pilot countries by about 6 to 9 % pts. This derives mostly from improvements in the data reporting rate for the indicators under theme 3 on ending hunger. Regarding the quality of data reported (measured as the percent of the data reported that have issues) too, the pilot countries on average performed better than the like-pilot countries, especially with respect to the data reported under themes 2 on investment in agriculture and 3 on ending hunger. But most of the estimated differences have low or no statistical significance. Implications for sustaining the progress made in the pilot countries, as well as for extending the activities to other countries, for the next rounds of the BR are discussed.

Improving Data Quality for the CAADP Biennial Review

Improving Data Quality for the CAADP Biennial Review PDF Author: Samuel Benin
Publisher:
ISBN:
Category :
Languages : en
Pages : 0

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Book Description


CAADP BR data improvements and challenges: A critical analysis of theme 2 in the 3rd BR cycle

CAADP BR data improvements and challenges: A critical analysis of theme 2 in the 3rd BR cycle PDF Author: Benin, Samuel
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 9

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Book Description
To improve the quality of data and reporting for the fourth cycle of the Comprehensive Africa Agriculture Development Programme (CAADP) Biennial Review (BR),1 the African Union (AU) conducted a critical analysis of the process, data, and reporting associated with the third BR. Improving the quality of the BR data will increase the reliability of policy implications derived from rigorous analysis of the data, which may in turn encourage policymakers to implement the resulting recommendations to accelerate agricultural transformation and achieve the goals and targets of the Malabo Declaration. This note summarizes the critical analysis conducted by the technical working group for Theme 2 (TWG2) on enhancing investment finance in agriculture.2 The analysis is based on review of the BR technical documents, evaluation of the processes for data collection and management, and a check of data consistency, including analysis of outliers, illogical or implausible values, and discrepancies with other publicly available datasets. Preliminary findings of the analysis were discussed at several meetings with stakeholders interested in the theme. The results and recommendations were presented at a general meeting organized by the AU with all the TWGs and stakeholders on August 1–5, 2022, in Yaoundé, Cameroon. This note will be useful for the AU and its technical partners for developing standards and guidelines for conducting uniform critical analyses across the various BR technical working groups.

Data Quality

Data Quality PDF Author: Thomas C. Redman
Publisher: Digital Press
ISBN: 9781555582517
Category : Computers
Languages : en
Pages : 264

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Book Description
Can any subject inspire less excitement than "data quality"? Yet a moment's thought reveals the ever-growing importance of quality data. From restated corporate earnings, to incorrect prices on the web, to the bombing of the Chinese Embassy, the media reports the impact of poor data quality on a daily basis. Every business operation creates or consumes huge quantities of data. If the data are wrong, time, money, and reputation are lost. In today's environment, every leader, every decision maker, every operational manager, every consumer, indeed everyone has a vested interest in data quality. Data Quality: The Field Guide provides the practical guidance needed to start and advance a data quality program. It motivates interest in data quality, describes the most important data quality problems facing the typical organization, and outlines what an organization must do to improve. It consists of 36 short chapters in an easy-to-use field guide format. Each chapter describes a single issue and how to address it. The book begins with sections that describe why leaders, whether CIOs, CFOs, or CEOs, should be concerned with data quality. It explains the pros and cons of approaches for addressing the issue. It explains what those organizations with the best data do. And it lays bare the social issues that prevent organizations from making headway. "Field tips" at the end of each chapter summarize the most important points. Allows readers to go directly to the topic of interest Provides web-based material so readers can cut and paste figures and tables into documents within their organizations Gives step-by-step instructions for applying most techniques and summarizes what "works"

Policy drivers of Africa’s agriculture transformation: A CAADP biennial review account

Policy drivers of Africa’s agriculture transformation: A CAADP biennial review account PDF Author: Benin, Samuel
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 58

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Book Description
This paper assesses the nature of agricultural transformation taking place in different parts of Africa and analyzes policy drivers of the transformation using data from the CAADP Biennial Review (BR) on 46 indicators from 2014 to 2018. First, a typology of agriculture transformation in different groups of countries is developed by analyzing the initial values and trends in three indicators—share of agriculture in total employment, share of agriculture in gross domestic product, and agriculture labor productivity. The typology, in addition to a conceptual framework that is developed for measuring the relative effect of a policy on an outcome, provides the basis for analyzing the policy drivers of agriculture transformation. The 46 BR indicators are classified into policies (13 indicators), intermediate results (23 indicators), and outcomes (10 indicators), and then econometric methods are used to measure the association between the policy indicators and the intermediate results and outcomes, which include agriculture intensification (e.g., access to finance and extension, fertilizer use, and irrigation development), agriculture growth, agriculture trade, food security, nutrition, and poverty. Different fixed-effects regression methods and model specifications of the explanatory variables are used to assess sensitivity of the results to different assumptions of the data and the relationship between the policies and intermediate and outcome indicators. The trends in the indicators are different. For example, access to finance and extension have risen over time; fertilizer use, irrigation development, agriculture growth, and adult undernourishment have fallen over time; and child nutrition and poverty have remained stagnant over time. Different policy indicators are significantly associated with different indicators of agriculture intensification, agriculture growth, and outcomes. Also, there are differences in the results across the agriculture transformation groups. Major policy drivers of agriculture transformation in the different groups are identified. Implications of the results and suggestions for future research are discussed.

African food systems transformation and the post-Malabo agenda

African food systems transformation and the post-Malabo agenda PDF Author: Ulimwengu, John M.
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 356

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Book Description
This year marks 20 years of implementing the Comprehensive Africa Agriculture Development Programme (CAADP), which was broadened under the 2014 Malabo Declaration on Accelerated Agricultural Growth and Transformation for Shared Prosperity and Improved Livelihoods. The 2023 Annual Trends and Outlook Report generates evidence on the implementation of the CAADP/Malabo agenda and thus contributes to the design of the post-Malabo phase of CAADP implementation. The report assesses the current state of Africa's food systems, explores strategic issues related to food systems transformation, and reflects on necessary methodologies and approaches to provide a better understanding of key challenges and necessary actions to accelerate transformation.

Political economy of national agricultural statistics: The case of Niger

Political economy of national agricultural statistics: The case of Niger PDF Author: Benin, Samuel
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 29

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Book Description
This paper conducts a political economy analysis to understand the factors that affect provision of and access to reliable agricultural statistics and data systems in Niger. A conceptual framework that identifies selected political economy aspects including political will, transparency and accountability, state capacity, and international commitments is developed. The predictions of the framework are tested using information collected through informal and formal interviews with professionals and staff of different institutions and organizations that provide or use agricultural statistics to analyze how different components of agricultural statistics and the underlying capacity and systems are differentially influenced by various political-economy factors. Implications for Niger and at the global level for developing an effective strategy to improve agricultural statistics and data (availability, quantity, and quality) that go beyond technological and methodological fixes are drawn.

2019 Annual trends and outlook report: Gender equality in rural Africa: From commitments to outcomes

2019 Annual trends and outlook report: Gender equality in rural Africa: From commitments to outcomes PDF Author: Agnes Quisumbing
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 325

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Book Description
Gender-sensitive policy and programming have an integral role to play in fostering inclusive agricultural growth to meet the commitments of African countries to the Malabo Declaration goals. The 2019 Annual Trends and Outlook Report from ReSAKSS applies a gender lens to key issues that must be addressed to fully achieve these goals. Chapters examine the intersections between gender and (1) the context and institutions within which rural people operate; (2) the natural resources that men and women depend on for agriculture, sources of vulnerability, and resilience to shocks; (3) assets and income; and (4) livelihood strategies and well-being. The report serves as the official M&E report for the Comprehensive Africa Agriculture Development Programme (CAADP), tracking progress on over 30 CAADP indicators.

IFPRI in Africa

IFPRI in Africa PDF Author: International Food Policy Research Institute (IFPRI)
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 12

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Book Description
IFPRI IN AFRICA: For over 40 years, IFPRI has worked with partners in Africa at the country, regional, and continental levels to provide cuttingedge, policy-relevant research on food and nutrition security for policy makers, development partners, and stakeholders. Sharing this research and engaging through capacity building and dialogue informs effective policies, programs, and investments to help ensure that all people have access to safe, sufficient, nutritious, and sustainably grown food.

The CAADP inaugural Biennial Review and Africa Agricultural Transformation Scorecard: Results and areas for improvement

The CAADP inaugural Biennial Review and Africa Agricultural Transformation Scorecard: Results and areas for improvement PDF Author: Benin, Samuel
Publisher: Intl Food Policy Res Inst
ISBN:
Category : Political Science
Languages : en
Pages : 68

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Book Description
This paper uses the Biennial Review (BR) data and simple correlations to analyze the potential relationship between progress in recommitting to CAADP or mutual accountability and progress in meeting commitments in the other five broad areas. Various weighting systems are used to demonstrate the sensitivity of the weights chosen for computing the scores to develop the Africa Agricultural Transformation Scorecard (AATS). The current BR applies equal weights to the seven thematic areas, followed by equal weights to performance categories and indicators within each thematic area and performance category, respectively. The other weighting systems considered for the sensitivity analysis include equal weights applied at performance category or indicator level, differential weights based on the ease or difficulty in achieving various commitments using the Items Response Theory (IRT), and differential weighting system that gives more weight to performance categories or indicators that are more directly linked to agricultural transformation.