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Uganda's disability data landscape and the economic inclusion of persons with disabilities

Development Initiatives
November 2021

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This report looks at the landscape of data on disability in Uganda – summarising what data on persons with disabilities is available, who produces and uses it, and how – as well as what this means for the economic inclusion of persons with disabilities.

 

For persons with disabilities to benefit from and contribute to society and the economy there needs to be effective policies, programmes and services that support their inclusion, particularly in employment. Reliable information and data on persons with disabilities, known as ‘disability data’, is essential to planning and for decision-making. When it is of high quality, accessible and used effectively, disability data can help organisations of persons with disabilities (OPDs), civil society, government and businesses better understand and prioritise interventions that are vital for supporting persons with disabilities and ensuring their inclusion.

 

OPDs, civil society and the government have an important role to play in strengthening the landscape of disability data. Developed as part of Development Initiatives’ work on data to support disability inclusion, in consultation with Uganda’s disability rights movement, this report presents an analysis of Uganda’s landscape of disability data. It highlights important data sources, challenges and recommendations, providing a valuable evidence base to inform efforts aimed at strengthening the enabling environment for disability inclusion.

International Day of Persons with Disabilities: How disability affects labour market outcomes

INTERNATIONAL LABOUR ORGANISATION (ILO)
STOEVSKA, Valentina
December 2020

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Labour force statistics for people with and without disabilities are presented graphically including: 

  • Unemployment rate by disability status
  • Employment-to-population ratio by disability status
  • Share of employed in paid employment by disability status
  • Share of employed with less than primary education by disability status
  • Employment-to-population ratio by disability status (men and women)

 

Disability Data advocacy toolkit

LOCKWOOD, Elizabeth
et al
October 2020

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This toolkit was created in response to increasing interest and requests from persons with disabilities and their representative organizations from all over the world. The aim of this toolkit is to contribute to the growing global dialogue on the importance of data on persons with disabilities, specifically to provide some basic knowledge on data collection, analysis, and use of data for evidenced based advocacy to influence policy and decision makers. The toolkit discusses the use of the WG questions as best practices to be employed in data collections and disaggregating data by disability.

Generating disability statistics: Models of disability measurement, history of disability statistics and the Washington Group Questions

Development Initiatives
September 2020

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This paper provides an overview of progress towards the creation of accurate and comparable disability statistics, the critical issues that impact on the measurement of disability, and discusses one of the most prominent international efforts to improve data on disabilities – the Washington Group on Disability Statistics.

How can we measure disability in research related to the COVID-19 response?

MACTAGGART, Islay
KUPER, Hannah
August 2020

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There is growing evidence that COVID-19 is disproportionally impacting the lives of people with disabilities. This includes evidence of the increased risk of severe outcomes of contracting COVID-19 amongst people with existing health conditions, including many people with disabilities. It also includes a wide range of other potential impacts such as: reductions or disruptions in non-COVID-19 health or rehabilitation services, the effects of shielding on isolation and mental health, the implications of social distancing on people who require carer support, and the impact on poverty, participation and wellbeing due to disrupted disability-inclusive development programmes.

 

Measurement of disability in research has historically been contested and a number of different tools exist. Clear guidance is needed on how to determine which tool to use to understand the situation of people with disabilities in different settings, and plan responsive and inclusive COVID-19 programmes and policies to support their needs. Good quality, comparable data on disability is essential for tracking the impact of the COVID-19 pandemic, as well as prevention and mitigation interventions, amongst people with disabilities. Such evidence is also imperative for tracking progress towards the Sustainable Development Goals, and UNCRPD compliance.

 

This evidence brief synthesises findings from a scoping review of ICF-compatible tools to measure disability in population-based surveys with a focus on LMICs (2018), protocols and research outputs from seven population-based surveys of disability across Asia, Africa and the Pacific, secondary analyses of the South African Census, US National Health Interview Survey and three Demographic and Health Surveys, reflections from global stakeholders in disability measurement (including the UN Flagship Report on Disability), and evidence compiled for the upcoming Global Disability Research Massive Open Online Course at the London School of Hygiene & Tropical Medicine

Status of disability in Kenya: Statistics from the 2019 census

Development Initiatives
August 2020

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This report presents research that was undertaken as part of Development Initiatives’ work on data to support disability inclusion. It provides analysis of government budget allocations to disability inclusion programmes in Kenya over the period of financial year 2016/17 (FY2016/17) to financial year 2020/21 (FY2020/21). The analysis focuses on disability-relevant ministries, departments and agencies at the national level, including those led by the State Department for Social Protection, the Office of the President, the State Department for Early Learning and Basic Education, and the State Department for Vocational and Technical Training. Due to limitations in the available data, the analysis looks primarily at the education and social protection sectors. This report has been funded with UK aid from the UK government, and was developed with the support of the Inclusive Futures consortium. The opinions expressed are those of the author(s) and do not necessarily reflect the views or policies of the UK government or other members of the Inclusive Futures consortium.

Gap Analysis: the inclusion of people with disability and older people in humanitarian response

ROBINSON, Alex
MARELLA, Manjula
LOGAM, Lana
July 2020

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To build the evidence base on inclusion, and inform our priorities for innovation, the Elrha Humanitarian Innovation Fund (HIF) commissioned a Gap Analysis on the Inclusion of People with Disability and Older People in Humanitarian Response. This is the first of two reports from the Gap Analysis and summarises findings from the literature review components of this work. The Gap Analysis has been led by the Nossal Institute for Global Health at the University of Melbourne. The Nossal Institute team was supported by Arbeiter-Samariter-Bund’s Office for Indonesia and the Philippines (ASB) in the review of grey literature.  This report begins by outlining the approach taken to the academic and grey literature reviews. This is followed by an overview of findings, which maps evidence from different sectors against thematic areas based on the Humanitarian Inclusion Standards for Older People and People with Disabilities (HIS).

 

Supplementary information is available as a separate accompanying annex. The annex includes a summary of each article identified in the review arranged by HIS and sector; graphs showing the distribution of articles, including by year, humanitarian context, and geographical region; and a list of guidelines on the inclusion of people with disability and older people in humanitarian response

Ear and hearing survey handbook

WORLD HEALTH ORGANISATION (WHO)
May 2020

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This survey handbook provides guidance for planning and implementing hearing loss surveys, including information on possible data collection tools. The survey handbook aims to enable countries – particularly low- and middle-income countries – to gather data by planning and implementing population-based epidemiological surveys.

The main uses of data collected by such surveys are:

  • to provide an accurate picture of hearing loss prevalence in a given area, which could be a country or an area within the country (e.g. district or state);
  • to provide an overview of the most common probable causes of deafness and hearing loss in the study area;
  • assess global and regional prevalence and trends

 

Using this survey handbook for data collection will help to ensure comparability of data collected through studies conducted in different countries and by different investigators. This will facilitate the estimation of global prevalence and the examination of hearing loss trends over time.

Accelerating Disability Inclusive Formal Employment in Bangladesh, Kenya, Nigeria, and Uganda: What are the Vital Ingredients?

WICKENDEN, Mary
THOMPSON, Stephen
MADER, Philip
BROWN, Simon
ROHWERDER, Brigitte
March 2020

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This Working Paper provides an overview of disability as a concept and relevant global treaties and statistics, including evidence of trends and complexities in promoting disability inclusive employment broadly and with some focus on formal employment specifically. We describe the current situation in each of the four focus countries, demonstrating the similarities and differences between them. We then discuss some promising interventions that have been tried, usually on a small scale, in diverse settings, and which may be applicable in our four focus countries (Bangladesh, Kenya, Nigeria, and Uganda). Finally, we present the potential interventions that will be trialled in the Inclusion Works programme, using an innovation-driven, adaptive management approach.

 

The Inclusion Works programme (2018–2022), funded by the UK Department for International Development, aims to improve employment rates for people with disabilities in Bangladesh, Kenya, Nigeria, and Uganda. 

 

The opinions expressed are those of the authors and do not necessarily reflect the views or policies of the UK government or members of the Inclusion Works consortium.

How well is aid targeting disability?

WALTON, Dan
December 2019

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A blog explaining and categorising how international aid has been allocated to projects in a primary or a secondary disability component. It further classifies disability-relevant projects according to their particular focus on one or more of two areas:

Inclusion and empowerment projects have a focus on ensuring people with disabilities are included in benefits on an equal basis to people without disabilities.
Economic empowerment projects are a subset of inclusion and empowerment projects that have the deliberate purpose of improving employment opportunities and rights for people with disabilities.

 

The opinions expressed are those of the authors and do not necessarily reflect the views or policies of the UK government or members of the Inclusion Works consortium.

Disability prevalence-context matters: A descriptive community-based survey

MAART, Soraya
AMOSUN, Seyi
JELSMA, Jennifer
August 2019

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Background: There is increasing interest in the collection of globally comparable disability data. Context may influence not only the rates but also the nature of disability, thus locally collected data may be of greater use in service delivery planning than national surveys.

 

Objectives: The objective of this article was to explore the extent to which two areas, both under-resourced but geographically and socially distinct, differed in terms of the prevalence and patterns of disability.

 

Method: A cross-sectional descriptive survey design was utilised, using stratified cluster sampling in two under-resourced communities in the Western Cape, South Africa. Nyanga is an informal urban settlement in Cape Town and Oudtshoorn is a semi-rural town. The Washington Group Short Set of questions was used to identify persons with disabilities (PWD), and a self-developed questionnaire obtained socio-demographic information.

 

Results: The overall prevalence of disability was 9.7% (confidence intervals [CIs] 9.7–9.8) and the proportion of PWD was significantly different between the two sites (Chi-Sq = 129.5, p < 0.001). In the urban area, the prevalence rate of any disability was 13.1% (CIs 12.0–14.3) with 0.3% (CIs 0.1–0.6) reporting inability to perform any function at all. In contrast, the semi-rural community had a lower overall prevalence rate of 6.8% (CIs 6.0% – 7.8%) but a higher rate of those unable to perform any function: 1% (CIs 0.07–1.4). Disability was associated with gender, age, unemployment and lower income status in both areas.

 

Conclusion: Deprived areas tend to show higher disability prevalence rates than the National Census estimates. However, the discrepancy in prevalence and patterns of disability between the two under-resourced areas indicates the need for locally specific data when planning health interventions.

 

 

African Journal of Disability, Vol 8, 2019

Making visible the invisible: Why disability-disaggregated data is vital to “Leave No-One Behind”

ABUALGHAIB, Ola
GROCE, Nora
SIMEU, Natalie
CAREW, Mark T
MONT, Daniel
May 2019

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It is commonly assumed that there is a lack of disability data, and development actors tend to attribute lack of data as the reason for failing to proactively plan for the inclusion of people with disabilities within their programming. However, it is an incorrect assumption that there is a lack of disability data. There is now a growing amount of disability data available. Disability, however, is a notoriously complex phenomenon, with definitions of disability varying across contexts, as well as variations in methodologies that are employed to measure it. Therefore, the body of disability data that does exist is not comprehensive, is often of low quality, and is lacking in comparability. The need for comprehensive, high quality disability data is an urgent priority bringing together a number of disability actors, with a concerted response underway. We argue here that enough data does exist and can be easily disaggregated as demonstrated by Leonard Cheshire’s Disability Data Portal and other studies using the Washington Group Question Sets developed by the Washington Group on Disability Statistics. Disaggregated data can improve planning and budgeting for reasonable accommodation to realise the human rights of people with disabilities

 

Sustainability 2019, 11(11), 3091

https://doi.org/10.3390/su11113091

Association between social factors and performance during Functional Capacity Evaluations: a systematic review

ANSUATEGUI ECHEITA, Jone
VAN HOLLAND, Berry J
GROSS, Douglas P
KOOL, Jan
OESCH, Peter
TRIPPOLINI, Maurizio
RENEMAN, Michiel F
March 2018

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Purpose: Determine the association of different social factors with Functional Capacity Evaluation (FCE) performance in adults.

 

Materials and methods: A systematic literature search was performed in MEDLINE, CINAHL, and PsycINFO electronic databases. Studies were eligible if they studied social factor’s association with the performance of adults undergoing FCE. Studies were assessed on methodological quality and quality of evidence. The review was performed using best-evidence synthesis methods.

 

Results: Thirteen studies were eligible and 11 social factors were studied. Considerable heterogeneity regarding measurements, populations, and methods existed among the studies. High quality of evidence was found for the association of FCE performance with the country of FCE and examiner’s fear behavior; moderate quality of evidence with previous job salary; and low or very low quality of evidence with compensation status, litigation status, type of instruction, time of day (workday), primary or mother language, and ethnicity. Other social factors were not studied.

 

Conclusions: Evidence for associations of various social factors with FCE performance was found, but robust conclusions about the strength of the associations cannot be made. Quality of evidence ranged from high to very low. Further research on social factors, also within a biopsychosocial context, is necessary to provide a better understanding of FCE performance.

‘These are not luxuries, it is essential for access to life’: Disability related out-of-pocket costs as a driver of economic vulnerability in South Africa

HANASS-HANCOCK, Jill
NENE, Siphumelele
DEGHAYE, Nicola
PILLAY, Simmi
2017

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Background: With the dawn of the new sustainable development goals, we face not only a world that has seen great successes in alleviating poverty but also a world that has left some groups, such as persons with disabilities, behind. Middle-income countries (MICs) are home to a growing number of persons with disabilities. As these countries strive to achieve the new goals, we have ample opportunity to include persons with disabilities in the emerging poverty alleviation strategies. However, a lack of data and research on the linkages between economic vulnerability and disability in MICs hampers our understanding of the factors increasing economic vulnerability in people with disabilities.


Methods: This article aims to present data related to elements of this vulnerability in one MIC, South Africa. Focusing on out-of-pocket costs, it uses focus group discussions with 73 persons with disabilities and conventional content analysis to describe these costs.


Results: A complex and nuanced picture of disability-driven costs evolved on three different areas: care and support for survival and safety, accessibility of services and participation in community. Costs varied depending on care and support needs, accessibility (physical and financial), availability, and knowledge of services and assistive devices.


Conclusions: The development of poverty alleviation and social protection mechanisms in MICs like South Africa needs to better consider diverse disability-related care and support needs not only to improve access to services such as education and health (National Health Insurance schemes, accessible clinics) but also to increase the effect of disability-specific benefits and employment equity policies.

An examination of violence practiced against disabled Brazilians in relation to sustainable development

KIRAKOSYAN, Lyusyena
October 2014

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Although there are no national data and statistics regarding violence against disabled citizens in Brazil, findings from a number of small-scale research studies suggest that it is a problem of considerable magnitude. This article draws on the existing literature on violence and oppression, empirical studies on violence against disabled people in Brazil and interviews with a sample of disabled Brazilians to argue that the most prevalent forms of violence in the nation are subtle and concealed forms of oppression that reproduce discriminatory power structures in Brazilian society. Such power structures prevent the developing world in general and Brazil in particular from securing democratic and sustainable development in the post-2015 era, when disadvantaged people must be at the center. The analysis is organized in three parts. First, I outline briefly the main issues in defining impairment, disability and violence, since these represent political choices that shape policy decisions. Second, I analyze the forms of violence that affect disabled Brazilians and the relationships and institutions that create and sustain them. Third, I describe and evaluate the government's key current strategies aimed at addressing violence against disabled Brazilians. The purpose here is to suggest ways in which violence against disabled Brazilians can be addressed in public policies as a sustainable development issue and thus help close the "gap" between disabled and nondisabled populations to create truly sustainable democratic societies that honor human dignity.

With or without us? An audit of disability research in the southern African region

MCKENZIE, Judith
MJI, Gubela
GCAZA, Siphokazi
2014

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Background: Disability research in the global South has not received significant critical consideration as to how it can be used to challenge the oppression and marginalisation of people with disabilities in low-income and middle-income countries. The Southern Africa Federation of the Disabled (SAFOD) embarked on a programme to use research to influence policy and practice relating to people with disabilities in Southern Africa, and commissioned an audit on research expertise in the region. In this article, a research audit is reported on and situated in a framework of mancipatory research.

 

Objectives: This article sets out to describe a preliminary audit of disability research in the southern African region and to draw conclusions about the current state of disability research in the region and make recommendations.

 

Method: The research method entailed working with disability researchers in the ten SAFOD member countries and utilising African disability networks hosted on electronic media. Disability researchers working in the region completed 87 questionnaires, which were reviewed through a thematic analysis.

 

Results: The discussion of results provides a consideration of definitions of disability; the understanding of disability rights, research topics and methodologies; the participation of people with disabilities in research; and the challenges and opportunities for using research to inform disability activism.

 

Conclusion: The conclusion highlights critical issues for future research in the region, and considers how a disability researcher database can be used as a tool for disability organisations to prioritise research that serves a disability rights agenda.

 

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