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Measuring Gender Equalityin Science and Engineering:the SAGA ToolkitWorking Paper 2STEM and Gender Advancement (SAGA)

United NationsEducational, Scientific andCultural OrganizationSTEM and Gender Advancement (SAGA)Improving Measurement and Policiesfor Gender Equality in STEMA Global UNESCO project, with the support of SidaMeasuring Gender Equality in Science and Engineering:the SAGA ToolkitWorking Paper 2

Published in 2017 by the United Nations Educational, Scientific and Cultural Organization,7, place de Fontenoy, 75352 Paris 07 SP, France. UNESCO 2017ISBN 978-9-23100248-9Title: Measuring Gender Equality in Science and Engineering: the SAGA ToolkitAny use of the SAGA Toolkit should be acknowledged using the following citation: UNESCO, Measuring Gender Equalityin Science and Engineering: the SAGA Toolkit, SAGA Working Paper 2, Paris, 2017.This publication is available in Open Access under the Attribution-ShareAlike 3.0 IGO (CC-BY-SA 3.0 IGO) license /).By using the content of this publication, the users accept to be bound by the terms of use of the UNESCO Open AccessRepository a-en).The designations employed and the presentation of material throughout this publication do not imply the expression ofany opinion whatsoever on the part of UNESCO concerning the legal status of any country, territory, city or area or of itsauthorities, or concerning the delimitation of its frontiers or boundaries.The ideas and opinions expressed in this publication are those of the authors; they are not necessarily those of UNESCOand do not commit the Organization.Countries interested in using the SAGA Toolkit are invited to contact:Ernesto Fernández PolcuchChief of Section, Science Policy and PartnershipsNatural Sciences SectorUNESCOE-mail: site: http://www.unesco.org/new/en/sagaCover photo: DrHitch, Shutterstock.com

UNESCO SAGA teamSteering Committee Members:Ernesto Fernández Polcuch, Chief of Section, Section Science Policy and Partnerships, UNESCOMartin Schaaper, Former Programme Specialist, Head of Unit Science, Technology and Innovation statistics,UIS MontrealL. Anathea Brooks, Programme Specialist, Programme Coordination and Evaluation Unit, UNESCOProject Officer:Alessandro BelloStatistical and Research Assistant:Kim DeslandesAcknowledgmentsThe UNESCO SAGA team would like to express its gratitude to the Advisory Committee members whoprovided guidance on the content and for their commitment and valuable contributions to the SAGA Toolkit,including (in alphabetical order):Alice Abreu (Director of GenderInSITE)Gloria Bonder (Coordinator of the Global Network of UNESCO Chairs on Gender and the UNESCO RegionalChair on Women, Science and Technology in Latin America)Gülser Saniye Corat (Director of the Division for Gender Equality, Office of the Director-General, UNESCO)Marlene Kanga (President Elect of the World Federation of Engineering Organizations - WFEO)Shirley Malcom (Head of Education and Human Resources Programs, American Association for theAdvancement of Science AAAS)Verdiana Grace Masanja (Senior Adviser, Strategic Development, Research and Innovation, University ofKibungo - UNIK Rwanda)Roberta Pattono (Directorate-General for Research and Innovation of the European Commission)Inés Sánchez de Madariaga (UNESCO Chair on Gender Equality Policies in Science, Technology andInnovation)Papa Seck (Statistics Specialist, UN Women)The UNESCO SAGA team also is grateful to the following UNESCO colleagues for their contributions: GuillermoAnllo (Regional Program Specialist, Science Policy and Capacity Building Programme, UNESCO Montevideo);Guillermo Lemarchand (Consultant UNESCO, for his contribution on Box 3) and Justine Sass (Chief of Section,Education for Inclusion and Gender Equality Section, Education Sector, UNESCO).3

Acronyms and abbreviations4 ASSAfThe Academy of Science of South-AfricaCDHCareers of Doctorate HoldersCMCanberra ManualCONFEMENConférence des ministères de l’Éducation des États et gouvernements de la FrancophonieEUEuropean UnionEurostatStatistical Office of the European UnionFMFrascati ManualFORDFields of Research and Experimental DevelopmentFTEFull-time equivalentGAOU.S. Government Accountability OfficeGDRCGender dimension in research contentGEMGlobal Entrepreneurship MonitorGO-SPINGlobal Observatory of Science, Technology and Innovation Policy InstrumentsGOVGovernmentHANHarmonised Applicant NameHCHeadcountHEHigher EducationHRSTHuman resources in science and technologyIACInterAcademy CouncilIAPInterAcademy PartnershipICILSInternational Computer and Information Literacy StudyICTInformation and communication technologiesIEAInternational Association for the Evaluation of Education AchievementILOInternational Labour OrganizationISCEDInternational Standard Classification of EducationISCED-FInternational Standard Classification of Education - fields of education and trainingISCOInternational Standard Classification of OccupationsLACLatin American and the CaribbeanLDCsLeast developed countriesOECDOrganisation for Economic Co-operation and DevelopmentNACENomenclature statistique des activités économiques dans la Communauté européenneNGOsNon-governmental organizationsPASECProgramme d’analyse des systèmes éducatifs de la CONFEMENPISAProgramme for international student assessmentR&DResearch and experimental developmentS&EScience and engineeringS&TScience and technologySAGASTEM and Gender AdvancementSACMEQThe Southern and Eastern Africa Consortium for Monitoring Educational QualityWorking Paper 2

SDGsSustainable Development GoalsSidaSwedish International Development Cooperation AgencySIDSSmall islands developing statesSTEMScience, technology, engineering and mathematicsSTEAMScience, technology, engineering, arts and mathematicssSTIScience technology and innovationSTI GOLScience, Technology and Innovation Gender Objectives ListTIMSSTrends in International Mathematics and Science StudyTVETTechnical and vocational education and trainingUISUNESCO Institute for StatisticsUNESCOUnited Nations Educational, Scientific and Cultural OrganizationWIPOWorld Intellectual Property Organisation5

ContentUNESCO SAGA team3Acknowledgments3Acronyms and abbreviations41. Introduction1.1 Background11121.2 Science, technology, engineeringand mathematics, and gender equality 161.3 Science, technology and innovationpolicies towards gender equality171.4 Indicators on gender equality in STEM 181.5 About the SAGA Toolkit201.6 Structure and contents of the Toolkit 212. Definitions and classifications272.1 Gender-related terms282.2 STEM, STI and S&E292.3 Science, technology and innovationpolicy and operational instruments312.4 Other useful definitions322.5 STEM population332.6 STEM subpopulations andclassifications3. Monitoring STI policies towardsgender equality39453.1 The SAGA Survey of Gender Equalityin STI Policies and Instruments463.2 The SAGA Policy Matrix463.3 The STI Gender Equality Footprints504. The SAGA Indicator Matrix555. Indicator sources and guidelines635.1 The SAGA Survey of Drivers andBarriers to Careers in Science andEngineering645.2 Education data sources665.3 Population-based surveys695.4 Research and experimentaldevelopment surveys705.5 Surveys of advanced qualificationholders715.6 Research funding agencies725.7 Academies, professionalassociations and professionalaccreditation offices725.8 Intellectual property information735.9 Bibliometrics74Annexes77ANNEX 1 - Education data sources78ANNEX 2 - R&D surveys79ANNEX 3 - Research funding agencies84ANNEX 4 - Academies, professionalassociations and professionalaccreditation offices85References86Content 7

List of tableTable 1. ISCED 2011 Coding of levels of education34Table 2. STEM-variant of ISCED-F 201335Table 3. ISCO-08 Major groups of occupations36Table 4. S&E occupations; types of coverageof the S&E population38Table 5. Fields of research and development41Table 6. Seniority grades for researchers inthe higher education and government sectors42Table 7. Example of the SAGA Policy MatrixTable 8. SAGA Indicator Matrix 51Figure 8: Example of STI Gender ObjectivesFootprint 52List of boxesBox 1: United Nations SustainableDevelopment Goals13Box 2: UNESCO’s earlier efforts to promotegender equality in STEM1649Box 3: UNESCO Global Observatory of STIPolicy Instruments1957Box 4: SAGA STI Gender Objectives List21Table 9. Percentage of female graduates atISCED 5 and 6 levels in the fields of scienceby region, 200868Box 6: STEM vs. STEAM30Table 10. Number of students by level ofeducation, detailed field and sex78Box 7: Types of STI policy operationalinstruments32Box 8: OECD Frascati Manual: R&D Personnel40Box 9: Human resources in science andtechnology43Box 10: OECD and Eurostat CanberraManual: human resources devoted to S&T43Box 11: Types of beneficiaries50Box 5: Piloting the SAGA tools across the world 25Table 11. Headcount of all R&D personneland broad fields of R&D79Table 12. Headcount of R&D personnel(researchers) and narrow fields of R&D79Table 13. Headcount of R&D personnel(technicians and equivalent staff ) andnarrow fields of R&D81Table 14. Researchers by sector ofemployment, sex and seniority grade82Table 15. Researchers by sector ofemployment, sex and age83List of figures8Figure 7: Example of STI Gender EqualityFootprintFigure 1: SAGA Advisory Committee andpartners15Figure 2: SAGA methodology scheme15Figure 3. Proportion of women andmen graduates in tertiary education byprogramme level and those employed asresearchers, 201417Figure 4: Links and interactions betweenthe SAGA tools25Figure 5: Illustration on gender equity29Figure 6: STEM population: conceptualapproach33Working Paper 2

10 Working Paper 2 L. Anathea Brooks

1. IntroductionThe SAGA Toolkit sets out a conceptual and methodologicalframework to provide a series of tools to integrate, monitorand evaluate gender equality in STEM and assist in thedesign of gender-sensitive and evidence-based policies tostrengthen the gender policy agenda.1. Introduction 11

1.1 BackgroundMeasuring Gender Equality in Science and Engineering:the SAGA Toolkit is a product of SAGA (STEM andGender Advancement),1 a global UNESCO projectsupported by the Government of Sweden throughthe Swedish International Development CooperationAgency (Sida). SAGA’s main objective is to offergovernments, policy-makers and other stakeholdersa variety of tools to help decrease the current globalgender gap in science, technology, engineering andmathematics (STEM) fields which varies across fieldsand exists at all levels of education and in research.2This goal is achieved using two approaches, namely,by an evaluation of policies affecting genderequality in STEM, and by the identification anddesign of indicators linked to science, technologyand innovation (STI) policies, to enable evidencebased policy-making. Thus, the SAGA initiative willhelp to:build capacity for the collection of data ongender in STEM;improve the measurement and evaluation ofwomen’s and girls’ situation in science;identify gaps in the policy mix and improvenational STI policies related to gender, based onevidence;3reduce the gender gap in STEM at all levels ofeducation and in research; andincrease the visibility, participation andrecognition of women’s contributions in STEM.The SAGA project contributes to the promotionof girls and women in STEM by offering tools andtechnical assistance to countries to attract andretain them in STEM fields. This will support directly1. For more information on the background of the project,visit SAGA’s website http://www.unesco.org/new/en/saga.2. The SAGA project is partnered with other initiatives thatprimarily focus on innovation, thus the main focus of theproject is on STEM.3. This also includes the integration of a gender dimensionin research and innovation content.12 Working Paper 2the achievement of Sustainable Development Goals(SDGs), especially targets:5.5: Ensure women’s full and effectiveparticipation and equal opportunities forleadership at all levels of decision-making inpolitical, economic and public life;5.c: Adopt and strengthen sound policies andenforceable legislation for the promotion ofgender equality and the empowerment of allwomen and girls at all levels;9.5: Enhance scientific research, upgrade thetechnological capabilities of industrial sectors inall countries, in particular developing countries,including, by 2030, encouraging innovation andsubstantially increasing the number of researchand development workers per 1 million peopleand public and private research and developmentspending; and17.18: by 2020, enhance capacity buildingsupport to developing countries, including forfor least developed countries (LDCs) and smallislands developing states (SIDS), to increasesignificantly the availability of high-quality,timely and reliable data disaggregated byincome, gender, age, race, ethnicity, migratorystatus, disability, geographic location and othercharacteristics relevant in national contexts.By working towards these goals and harnessingwomen’s full potential in STEM fields, countrieswill reach higher levels of development, increasetheir research output and build capacity, therebyreducing inequalities and knowledge gaps. This, inturn, will enable countries to achieve many otherSTI-based SDG targets.

Box 1: United Nations Sustainable Development GoalsIn 2015, Member States adopted the 2030 Agenda for Sustainable Development and its 17 SDGs. Over thesubsequent 15 years, countries are to mobilize efforts to end all forms of poverty, fight inequalities and tackleclimate change, while ensuring that no one is left behind. (https://sustainabledevelopment.un.org/)SDG 1End poverty in all its forms everywhereSDG 2End hunger, achieve food security and improved nutrition and promote sustainable agricultureSDG 3Ensure healthy lives and promote well-being for all at all agesSDG 4Ensure inclusive and equitable quality education and promote lifelong learning opportunities for allSDG 5Achieve gender equality and empower all women and girlsSDG 6Ensure availability and sustainable management of water and sanitation for allSDG 7Ensure access to affordable, reliable, sustainable and modern energy for allSDG 8Promote sustained, inclusive and sustainable economic growth, full and productive employment anddecent work for allSDG 9Build resilient infrastructure, promote inclusive and sustainable industrialization and foster innovationSDG 10Reduce inequality within and among countries1. Introduction 13

Box 1: United Nations Sustainable Development GoalsSDG 11Make cities and human settlements inclusive, safe, resilient and sustainableSDG 12Ensure sustainable consumption and production patternsSDG 13Take urgent action to combat climate change and its impactsSDG 14Conserve and sustainably use the oceans, seas and marine resources for sustainable developmentSDG 15Protect, restore and promote sustainable use of terrestrial ecosystems, sustainably manage forests,combat desertification, and halt and reverse land degradation and halt biodiversity lossSDG 16Promote peaceful and inclusive societies for sustainable development, provide access to justice for alland build effective, accountable and inclusive institutions at all levelsSDG 17Strengthen the means of implementation and revitalize the Global Partnership for SustainableDevelopmentSource: https://sustainabledevelopment.un.org/The SAGA project is implemented by the UNESCONatural Sciences Sector in Paris and the UNESCOInstitute for Statistics (UIS) in Montreal, Canada,in cooperation with several UNESCO field offices.The SAGA Steering Committee is comprised ofan internal team who oversees and monitors theproject’s activities. The Steering Committee issupported by an Advisory Committee, composedof senior international experts in gender equalityin STI policy and indicators from all regions of theworld, to support and provide strategic input andadvice in order for the project to reach its objectives.Other global and regional efforts addressing gender14 Working Paper 2equality in STEM have joined forces with the SAGAproject to help diffuse the SAGA initiative and informwidely at multiple levels as shown in Figure 1.This Toolkit is part of SAGA’s publication series, whichmakes SAGA’s methodology and research toolspublicly available for policy-makers, researchers,non-governmental organizations (NGOs), and otherstakeholders. This publication series, used in capacitybuilding activities carried out across the world,consists of several working papers, each focusing onone of the specific tools of the project developedwithin the framework of project. These publicationsare available on SAGA’s website.

Figure 1: SAGA Advisory Committee and partnersUnited NationsEducational, Scientific andCultural OrganizationUNESC0 Reional ChairWomen, Science and Technoloyin Latin AmericaSAGAThis document is part of the SAGA methodologyon measuring and evaluating gender equality inscience and engineering (S&E), which includes fourworking papers depicted in Figure 2:Working Paper 1: SAGA Science, Technology andInnovation Gender Objectives List (STI GOL);Working Paper 2: the SAGA Toolkit;Working Paper 3: SAGA Survey of Gender Equalityin STI Policies and Instruments;Working Paper 4: SAGA Survey of Drivers andBarriers to Careers in Science and Engineering.Figure 2: SAGA methodology schemeSTI Gender ObjectiveList (STI GOL)Working Paper 1Improved measurement of gender equality inscience, technology, engineering and mathematicsA Global UNESCO project, with the support of SidaWorking Paper 2SAGA Working Paper 2 — Measuring Gender Equality in Science and Engineering: the SAGA ToolkitSAGA (STEM and Gender Advancement)Measuring Gender Equality inScience and Engineering: theSAGA ToolkitMEASURING GENDER EQUALITYIN SCIENCE AND ENGINEERING:THE SAGA TOOLKITWorking Paper 2SAGA SURVEY OF GENDER EQUALITYIN STI POLICIES AND INSTRUMENTSWorking paper 3Working Paper 3STEM and Gender Advancement (SAGA)Working Paper 1SAGA Science, Technology and InnovationGender Objectives List (STI GOL)STEM and Gender Advancement (SAGA)SAGA Survey ofGender Equalityin STI Policiesand InstrumentsSAGA SURVEY OF DRIVERSAND BARRIERS TO CAREERS INSCIENCE AND ENGINEERING.Working paper 4SAGA Surveyof Driversand Barriersto Careers inScience andEngineeringWorking Paper 4STEM and Gender Advancement (SAGA)1. Introduction 15

1.2 Science,technology,engineering andmathematics, andgender equalityDespite the remarkable gains that women havemade in education and the workforce over thepast decades, progress has been uneven. There iscurrently a large imbalance in the participation ofwomen in STEM fields compared to men, in particularat more advanced career levels. Moreover, althoughSTEM fields are widely regarded as critical to nationaleconomies, so far most countries, industrialized ornot, have not achieved gender equality in STEM.According to estimates by the UIS, women representless than 30% of the R&D workforce worldwide.The UNESCO report Cracking the code: girls andwomen’s education in STEM points out that ‘genderdifferences in STEM education participation at theexpense of girls are already visible in early childhoodcare and education and become more visible athigher levels of education’ (UNESCO, 2017, p. 11).In fact, existing data demonstrate that women areglobally under-represented in fields of STEM, bothin the number of graduates (especially at the Ph.D.level), and in research professions (see for exampleUNESCO Science Report: Towards 2030 or the UISBox 2: UNESCO’s earlier efforts to promote gender equality in STEMSocioeconomic factors and gender-based discrimination still prevent girls and women from accessing equalopportunities to complete and benefit from an education of their choice. Furthermore, the low participation of womenin STEM education and, consequently, STEM careers, remains a major concern. UNESCO plays a key role in taking upthese issues and working to overcome gender disparities in the access to, influence over, and use of STEM. UNESCO hasover 30 years of experience in studies on the role of women in science, the gender dimensions of policies related to thedevelopment and the application of STI for development.In 1995 at the World Conference on Women and, again, in 1999 at the World Conference on Science for the Twentyfirst Century: a New Commitment, the United Nations called for sex-disaggregated data in all areas of development,including in science and technology. Furthermore, UNESCO stressed how special efforts need to be made bygovernments, educational institutions, scientific communities, NGOs and civil society, with support from bilateral andinternational agencies, to ensure the full participation of women and girls in all aspects of science and technology.In Sixty Years of Science at UNESCO 1945-2005 Tapping at the Glass Ceiling. 'Women, natural sciences and UNESCO’ (Petitjean,et al., 2006), Clair concluded that despite the messages from world conferences, progress towards gender equalityremains slow.UNESCO works towards providing strong role models for women and girls in science throughout the world, buildingcapacities for women in STEM, as well as supporting and promoting the contributions of women to scientificknowledge generation and dissemination to advance sustainable development. For instance, since its creation in1998, the UNESCO-L’Oréal For Women in Science partnership continues to be an outstanding vehicle to celebrate rolemodels from all over the world and to support and inspire women and girls to engage in and pursue scientific careers,while networks such as the Organization for Women in Science for the Developing World serve to strengthen dialogueand lessons learned among women in science.Furthermore, the UIS created STEM gender indicators in 2006 by going beyond regular research and experimentdevelopment (R&D) data broken down by sex, but lacked funds to continue thereafter. In 2007, UNESCO launchedGender Indicators in Science, Engineering and Technology: An Information Toolkit (Huyer & Westholm, 2007), aimed at providinga better understanding of the numbers and needs at stake in STEM fields, including quantitative and qualitativeindicators for the participation of women and under-represented groups, especially in developing countries. Thatsame year UNESCO also published Science, Technology and Gender: An International Report (UNESCO, 2007).The SAGA project emerged from these efforts to create statistics on STEM and to provide support to advocate forgender equality in STI policies.16 Working Paper 2

Women in Science visualisation), with gender gapsgenerally more apparent in disciplines such asmathematics, engineering and computer science.4The fifth edition of She Figures, the main source ofpan-European comparable statistics on the stateof gender equality in research and innovation, alsoshows evidence of the gap between women andmen (European Commission, 2016).The under-representation of women in STEMtranslates into the loss of a critical mass of talent,thoughts and ideas, which hinders countriesfrom reaching their maximum developmentpotential. The loss of women graduates in STEMduring the transition to the S&E workforce, oftenillustrated using a scissor diagram (see Figure 3),Figure 3. Proportion of women and men graduatesin tertiary education by programme level and thoseemployed as researchers, 2014100WomenMen908071represents a great challenge which needs to bebetter understood in order to address the situationappropriately.Furthermore, the way in which STEM data arepredominantly collected renders women and thechallenges they face in balancing social expectationsand professional careers relatively invisible due tothe general lack of sex-disaggregated data reported,and on drivers and barriers they face in STEM. Thegrowing demand for cross-nationally comparablestatistics on the participation of girls and women inSTEM, and other relevant topics such as on the useof information and communication technologies(ICT) and the internet by girls and women, is slowlystarting to be addressed. In order to improvecountries’ capacity in STEM and to achieve the SDGsof the United Nations’ Transforming our World: the2030 Agenda for Sustainable Development, genderequality in science must be prioritized and activelyaddressed through policies and programmes. Inorder to monitor and evaluate gender equality andto integrate gender aspects in policies, the SAGAToolkit looks into and links two central aspects foraddressing gender equality in STEM: policies, andindicators as evidence for policies in STI.70605355565040474544302920100Bachelor’s orMaster’s orDoctoral or Researchersequivalent level equivalent level equivalent level(ISCED 6)(ISCED 7)(ISCED 8)Source: UNESCO Institute for Statistics (UIS)4. Gaps between men and women in STEM fields vary fromcountry to country due to the different socioculturalfactors found across the world.1.3 Science,technology andinnovation policiestowards genderequalityPublic policies generally have an impact, consciousor not, on the gender dimension, frequently leadingto inequalities between men and women andcontributing indirectly to maintaining the gendergap. In recent years, numerous countries haveimplemented policy initiatives aimed at reachinggender equality by increasing women’s participationin S&E careers. The gender imbalance in STEM,however, is a consequence of many different socialand cultural factors including long-term implicit orexplicit STI policies and practices at various levels,1. Introduction 17

inside and outside the STI system (inter alia bygovernments, funding agencies, higher educationinstitutions, research centres), which have frequentlyneglected gender equality.To address issues which have not been studied yet atthe global scale, there is a need to collect evidenceto evaluate and better understand current STI policyplans and instruments by using and creating policyrelevant indicators and information related to allaspects of women in STEM. Some questions whichremain largely unanswered include, for example:How can cultural bias be overcome?Does having role models lead to measurableincreases in the number of women and girlsstudying STEM?Does greater involvement and success of girls inSTEM subjects at school lead to S&E careers formore women?What hurdles do women face throughout theirscientific education at secondary and highereducation levels and in S&E careers that preventthem from reaching senior positions?If women face a glass ceiling and a sticky floor,what can be done to eliminate these barriers?How can faculty positions (i.e. tenure track) takeinto consideration work-life balance?How can gender bias in the review processes forassigning new research grants, filling posts, ordesigning new research policies, be tackled?Which currently existing STI policies are biasedfor or against women in STEM?Which STI policy instruments are adequate topromote gender equality in all career stages?How can the gender dimension be promoted inresearch agendas and content?Designing public policies to promote genderequality, based on evidence and good practices,is becoming a priority in regions across theworld to ensure women’s full participation inthe S&E workforce. As part of this SAGA Toolkit,methodologies are presented to support policymakers worldwide in setting up, implementing,monitoring and evaluating gender equalitypolicies in STI. These methodologies enable thecategorization of policies and policy instruments,assist in identifying gaps in existing STI policies andanalyses for the production of regional or country18 Working Paper 2profiles. The approach of evaluating the gendercomponent in STI policies and policy instruments,developed using the conceptual frameworkof UNESCO Global Observatory of STI PolicyInstruments (GO-SPIN), has been integrated in thisToolkit. More information on GO-SPIN can be foundin Box 3.1.4 Indicators ongender equality inSTEMAccess to STEM statistics disaggregated by sex isessential to monitor the progress in reaching genderequality in STEM and to evaluate the outcomes ofSTI policies. However, there are very few statisticson STEM and those available are generally notsufficient to provide insights on the full scope of thegender equality situation. In addition, the absenceof a standard definition of what precisely comprisesSTEM complicates comparisons across the world.Thus, the assessment of the gender gap in STEMat the educational level, in the S&E workforce andon the drivers and barriers to career progressionis restricted, thus limiting the monitoring and theevaluation of STI policies and programmes aimed atreducing the gender gap in STEM.Globally, indicators on the distribution of men andwomen enrolled in higher education programmesonly offer a very general overview of theirparticipation. A breakdown of statistics by broad fieldsof study shows the differences in men and women’senrolment, and thus enables evaluation of the gapsin specific fields. However, the level of precision atwhich the fields of study are usually reported is notsufficient to show variations at a finer level and, as aresult, differences in gender distribution in subfieldsof study, such as in chemistry within sciences, will notbe explicitly visible.

Box 3: UNESCO Global Observatory of STI Policy InstrumentsUNESCO’s Global Observatory of Science, Technology and Innovation Policy Instruments, known as GO-SPIN, is amethodological tool to map national STI landscapes and analyse STI policies and their implementation.The UNESCO GO-SPIN programme was launched in 2012 to strengthen the understanding of STI policies and tohelp countries to reform and upgrade their national STI systems. The programme promotes evidence-based policymaking and policy learning among countries by enabling the benchmarking of policy instrument performanceamong countries utilizing the GO-SP

employment, sex and seniority grade 82 Table 15. Researchers by sector of employment, sex and age 83 List of figures Figure 1: SAGA Advisory Committee and partners 15 Figure 2: SAGA methodology scheme 15 Figure 3. Proportion of women and men graduates in tertiary education by programme level and those employed as researchers, 2014 17

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