Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World.

Slides:



Advertisements
Similar presentations
REDD+ Methodologies for Regional and Local Land- cover Thelma Krug Co-Chair of the IPCC Task Force on National Greenhouse Gas Inventories Head of INPE´s.
Advertisements

In addition, the KP LULUCF tables also include: R (reported) andNR (not reported) for not elected 3.4 activities NA (not applicable) should de used Definitions.
Reporting requirements and review of the LULUCF Sector By Jenny L P Wong Methods, Inventories and Science UNFCCC Secretariat Improving the Quality of Community.
Experience and problems encountered in first year of LULUCF reporting under Kyoto Protocol in Slovakia Tibor Priwitzer
Trend of international discussions on the UNFCCC
NATIONAL SYSTEMS UNDER ARTICLE 5 OF THE KYOTO PROTOCOL EC workshop on Quality Control and Quality Assurance of Greenhouse Gas Inventories and the Establishment.
IPCC Good Practices Guidance and the electronic reporting of GHG inventory tables: useful tools for improving the quality of national GHG inventories of.
Consideration of LULUCF activities... Thelma Krug Ministry of the Environment.
National Inventories of Greenhouse Gas Emissions Yamil Bonduki Coordinator National Communications Support Programme.
Task Force on National Greenhouse Gas Inventories Revisiting the Use of Managed Land as a Proxy for Estimating National Anthropogenic Emissions and Removals.
Task Force on National Greenhouse Gas Inventories Tier 3 Approaches, Complex Models or Direct Measurements, in Greenhouse Gas Inventories Report of the.
MGD Advisory Group Meeting Sydney 5 th March 2015.
Agriculture, Forestry and Other Land-Use: Combining two sectors of the IPCC 1996 Guidelines Leandro Buendia Technical Support Unit – IPCC NGGIP.
Presented at the IISD and ASB Regional Workshop Hanoi, 19 th May 2011.
Topic D1. Forest reference emissions level/ Forest reference level (FREL/FRL) Daniel Murdiyarso, Martin Herold, and Lou Verchot.
Presentation title Overview of measurement, reporting and verification (MRV) for developing country Parties under the Climate Change Convention Asia Pacific.
1 Workshop on Quality Control and Quality Assurance of Greenhouse Gas Inventories and the Establishment of National Inventory Systems 2-3 September 2004.
GHG Inventory AFOLU : Agriculture, Forests and Other Land Use.
National Inventory System in Finland Workshop on QC and QA of GHG Inventories and the Establishment of National Inventory Systems 2-3 September 2004, Copenhagen.
WMO UNEP INTERGOVERNMENTAL PANEL ON CLIMATE CHANGE NATIONAL GREENHOUSE GAS INVENTORIES PROGRAMME WMO UNEP IPCC Good Practice Guidance Simon Eggleston Technical.
Module developers: Erika Romijn, Wageningen University
1 M anaging the National GHG Inventory Process M anaging the National GHG Inventory Process UNDP NCSU Handbook Katarina Mareckova, UNDP UNFCCC regional.
The UNFCCC guidelines on national GHG inventories (Decision 17/CP.8) Panama City, Panama 25 – 29 October 2004 Dominique Revet (UNFCCC)
6.1 Module 6 Reporting of Mitigation Assessments in National Communications Ms. Emily Ojoo-Massawa CGE Chair.
Module 3.2 Data and guidance on developing REDD+ reference levels REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 1 Module.
Module 2.7 Estimation of uncertainties REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 1 Module 2.7 Estimation of uncertainties.
Module 1.1 UNFCCC context and requirements and introduction to IPCC guidelines REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank.
Module 3.2 Data and guidance on developing REDD+ reference levels REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 1 Module.
WMO GFOI Simon Eggleston SGCD-4, 4 th -6 th Sept 2013, Caltech, Pasadena, USA.
Module 1.1 UNFCCC context and requirements and introduction to IPCC guidelines REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank.
Module 1.2 Framework for building national forest monitoring systems for REDD+ REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank.
Training Workshop on the use of the CRF Reporter for European Community Experts Introduction Copenhagen – 12 September 2005 James Grabert Inventories sub-programme.
Task Force on National Greenhouse Gas Inventories Requirements and capacity-building needs of the UNFCCC Process Expert Forum for producers and users of.
Module 2.7 Estimation of uncertainties REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 1 Module 2.7 Estimation of uncertainties.
Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World.
GLOBAL DIRECTION IN REDD APPROACHES AND METHODOLOGY DEVELOPMENT SINCE COP-14 UNFCCC Nur Masripatin Regional Coordinator of ARKN-FCC
Quality assurance / Quality control system for the Greek GHG emissions inventory Yannis Sarafidis, Elena Georgopoulou UNFCCC Workshop on National Systems.
Presentation title Current and emerging data needs of the global climate change regime - requirements/guidelines for data reporting - the review/verification.
INTERGOVERNMENTAL PANEL ON CLIMATE CHANGE NATIONAL GREENHOUSE GAS INVENTORIES PROGRAMME WMO UNEP Volume I General Guidance and Reporting Bonn, 18 may 2006.
Basics of GHG inventory preparation and Introduction to the IPCC Guidelines and Good Practice Guidelines UNFCCC Workshop on the use of the guidelines.
Measuring degradation for REDD+ forest reference emission levels / forest reference levels (FREL/FRL) Julian Fox Forestry Officer (UN-REDD) Food and Agriculture.
1Jukka Muukkonen Carbon binding and forest asset accounts Forest related issues in greenhouse gas inventory Connections between SEEA2003 forest asset accounts.
REDD+ After Cancun: Moving from Negotiation to Implementation
National Forest Monitoring Systems: M & MRV in the context of REDD+ Activities MJ Sanz, FAO REDD MRV Workshop for developing a roadmap to establish an.
SECTION IV: GENERAL DESCRIPTION OF STEPS TAKEN OR ENVISAGED BY NON-ANNEX I PARTY TO IMPLEMENT THE CONVENTION Workshop on the Use of the Guidelines for.
UNFCCC secretariat Ruta Bubniene, Programme officer, Reporting and Review unit, Mitigation and Data Analysis programme Overview of the synthesis report.
Statistics Finland as the national authority for Finland’s national greenhouse gas inventory – experiences and future challenges UNECE Meeting on Climate.
1 National Greenhouse Gas Inventories Dominique REVET Programme Officer UNFCCC secretariat Reporting.
Module 2.7 Estimation of uncertainties REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 1 Module 2.7 Estimation of uncertainties.
Training Materials for National Greenhouse Gas Inventories Consultative Group of Experts (CGE) CGE Training Materials National Greenhouse Gas Inventories.
1 Developed by U.S. Environmental Protection Agency (U.S. EPA) January 2014 Setting up a Sustainable National GHG Inventory Management System.
Module 2.5 Estimation of carbon emissions from deforestation and forest degradation REDD+ training materials by GOFC-GOLD, Wageningen University, World.
Guidelines for non-Annex I National Communications Implications for Assessment of Impacts of, and Adaptation to Climate Change Asia-Pacific Regional Workshop.
CD-REDD2 Forest National GHG Inventories Kick off meeting Sandro Federici, Gea Galluzzi Bonn 27 th May, 2010.
Global Forest Observations Initiative Simon Eggleston GFOI SDCG 5, Rome, Italy, 25 Feb 2014,
Forest Management Reference Level (FMRL): methodological consistency and technical corrections Giacomo Grassi European Commission, Joint Research Centre,
1 NATIONAL SYSTEMS UNFCCC Workshop on National Systems under Article 5, paragraph 1, of the Kyoto Protocol 11–12 April 2005 Wissenschaftszentrum, Bonn,
UNDP Guidance for National Communication Project Proposals UNFCCC Workshop on the Preparation of National Communications from non-Annex I Parties Manila,
UNFCCC Workshop on the Use of the Guidelines for the Preparation of National Communications from non-Annex I Parties National GHG Inventories Port Louis,
EU Workshop on Uncertainties in GHG inventories Uncertainty estimation of MS Anke Herold, ETC-ACC Suvi Monni, VTT Technical Research Centre, Finland Sanna.
Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World.
Emerging approaches to Forest Reference Emission Levels and/or Forest Reference Levels for REDD+: Trends and Challenges By Philippe Crete UN-REDD Regional.
Reporting obligations for the UNFCCC, the Kyoto protocol, and the EU Decision 529 Simone Rossi, Marco Bertaglia, Wim Devos, Roland Hiederer Joint Research.
Implementation Subprogramme
Implementing REDD+ Sarah Marlay, US Forest Service, May 9, 2016.
Module 3.3 Guidance on reporting REDD+ performance using IPCC guidelines and guidance Module developers: Giacomo Grassi, European Commission – Joint Research.
7th Oslo Group Meeting Riitta Pipatti and Kari Grönfors
DEVELOPMENT OF MRV-SYSTEM & REL/RL IN TANZANIA
ASB Partnership / ICRAF
Enhanced transparency framework and examples of flexibilities
Presentation transcript:

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 1 Module 3.3 Guidance on reporting REDD+ performance using IPCC guidelines and guidance Module developers: Giacomo Grassi, European Commission – Joint Research Centre Erika Romijn, Wageningen University Martin Herold, Wageningen University After the course the participants should be able to: Understand the general reporting and review principles Perform reporting of GHG emissions using the existing IPCC reporting tables Implement the conservative approach as a possible way to address potential overestimation of achieved mitigation V1, May 2015 Creative Commons License

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 2 Background material  GOFC-GOLD Sourcebook, section 2.9, “Guidance on Reporting.”  GFOI Methods and Guidance from the Global Forest Observation Initiative (GFOI MGD), section 5.  UNFCCC Decision 17/CP.8. Guidelines for the preparation of national communications from Parties not included in Annex I to the Convention.  UNFCCC Decision 4/CP.15. Methodological guidance for activities relating to reducing emissions from deforestation and forest degradation and the role of conservation, sustainable management of forests and enhancement of forest carbon stocks in developing countries.  UNFCCC Decision 1/CP.16. The Cancun Agreements.  UNFCCC Decision 12/CP.17. Guidance on systems for providing information on how safeguards are addressed and respected and modalities relating to forest reference emission levels and forest reference levels as referred to in Decision 1/CP.16.

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 3 Background material  UNFCCC Decision 13/CP.19. Guidelines and procedures for the technical assessment of submissions from Parties on proposed forest reference emission levels and/or forest reference levels.  UNFCCC Decision 14/CP.19 Modalities for measuring, reporting and verifying.  World Bank FCPF Carbon Fund Methodological Framework. Final.  Grassi et al “Applying the Conservativeness Principle to REDD to Deal with the Uncertainties of the Estimates.”  Grassi, Federici, and Achard “Implementing Conservativeness in REDD+ Is Realistic and Useful to Address the Most Uncertain Estimates.”

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 4 Outline of lecture 1.Reporting and accounting REDD+ performance: UNFCCC reporting requirements 2.Guidance and modalities on reporting REDD+ performance from UNFCCC 3.Reporting principles under the UNFCCC: transparency, consistency, comparability, completeness, and accuracy 4.Structure of a GHG inventory (reporting tables, additional tables, inventory report) 5.Major challenges for reporting REDD+ by developing countries 6.Conservativeness as a possible way to address potential incompleteness and potential overestimation of achieved mitigation of REDD+ estimates

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 5 Outline of lecture 1.Reporting and accounting REDD+ performance: UNFCCC reporting requirements 2.Guidance and modalities on reporting REDD+ performance from UNFCCC 3.Reporting principles under the UNFCCC: transparency, consistency, comparability, completeness and accuracy 4.Structure of a GHG inventory (reporting tables, additional tables, inventory report) 5.Major challenges for reporting REDD+ by developing countries 6.Conservativeness as a possible way to address potential incompleteness and potential overestimation of achieved mitigation of REDD+ estimates

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 6 Reporting: Basis to assess performance in REDD+ Reporting: Preparation and publication of information on anthropogenic greenhouse gas (GHG) estimates (emissions and removals), and on mitigation actions, in a GHG inventory, composed of estimates in common reporting format (CRF) tables + information on methods in a national inventory report (or similar) Accounting: Use of the reported information to assess a party’s performance as compared to its commitments (e.g., under Kyoto Protocol, KP) or reference levels (e.g., in REDD+)  basis for possible payments for results-based actions The quality of GHG inventories relies not only on the credibility of the estimates, but also on the way the information is presented

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 7 UNFCCC reporting requirements (1/5) Reporting requirements differ for Annex I and non-Annex I:  Annex I: National communications (NC, every 4yrs), GHG inventories (annual), biennial reports (BRs, 2yrs), all subject to review + Forest management reference level (FMRL, under the KP)  Non-Annex I: National Communications (NC, 4yrs), and biennial update reports (BURs, 2yrs)* + Forest reference emissions levels (FREL) and/or Forest reference levels (FRL) (voluntary, in the context of REDD+) Guidelines on requirements are detailed for Annex I (especially for GHG inventories), but are more generic for non-Annex I parties. * Least developed/small island developing parties may submit NC and BUR at their discretion.

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 8 Reporting requirements for non-Annex I countries National communications (NC):  Include information on national circumstances, the national GHG inventory,* and information on strategies for mitigation  Every 4 years, following adopted guidelines (Decision 17/CP.8) and IPCC methodologies (IPCC, 1996, Guidelines)** * For the years 1994 (1 st NC) and 2000 (2 nd NC). ** Countries are encouraged to use IPCC’s (2003) Good Practice Guidance and may also use the 2006 IPCC Guidelines for National Greenhouse Gas Inventories (IPCC 2006). UNFCCC reporting requirements (2/5)

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 9 Reporting requirements for non-Annex I: Biennial update reports (BURs)  Include updated information on national circumstances, institutional arrangements,* national GHGs estimates, including a national inventory report, and information on mitigation actions (i.e. NAMA and REDD+)  Every two years (starting Dec 2014), following adopted Guidelines (Dec. 2/CP.17) and IPCC methodologies (including 2003 GPG for LULUCF)  BURs are subject to a technical assessment as part of the international consultation and analysis (ICA) * This includes, for REDD+ activities, the national forest monitoring system and information on how the safeguards are addressed. UNFCCC reporting requirements (3/5)

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 10 For REDD+ activities, information to be reported include:  Forest Reference Emissions Levels (FREL) and/or Forest Reference Levels (FRL), prepared on the basis of agreed guidelines (Dec. 12/CP.17*) and IPCC methodologies (including 2003 GPG for LULUCF)  The information is subject to assessment according to Dec. 13/CP.19 * Information in country submissions should be transparent, complete (i.e. allowing to reproduce FREL/FRL), accurate, consistent, and include: (a) Information used in constructing FREL/FRL, including historical data (b) Information on methods, data sets, approaches, models and assumptions used, and descriptions of relevant policies and plans (c) Pools/gases, and activities included in FREL and/or FRL and the reasons for any omission, noting that significant pools and/or activities cannot be excluded UNFCCC reporting requirements (4/5)

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 11 For REDD+ activities, information to be reported include (continued):  Information on safeguards (decision 1/CP.16)  For receiving payments for results-based actions, information on forest-related emissions/removals resulting from REDD+ activities (prepared following agreed guidelines (see Dec. 12/CP.17 and Dec. 13/CP.19 and IPCC methodologies) is to be reported as annex to the BUR The information is assessed as part of the ICA process UNFCCC reporting requirements (5/5)

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 12 Decision/DocumentDescription Convention Text (UNFCCC)It sets specific commitments for Parties to periodically and continually report information on their GHG emissions and removals and on mitigation actions implemented 3/CP.5Guidelines for the preparation of national communications by Parties included in Annex I to the Convention, Part II: UNFCCC reporting guidelines on national communications It establishes the structure of the NC; the information to be provided in the NC; the principles and methodologies to be applied to compile information and elaborate estimates 15/CP.17Guidelines for the preparation of national communications by Parties included in Annex I to the Convention, Part I: UNFCCC reporting guidelines on annual greenhouse gas inventories It establishes the structure of the GHGI; the information to be provided in the GHGI; the principles; and methodologies to be applied to compile information and elaborate estimates 24/CP.19Revision of the UNFCCC reporting guidelines on annual inventories for Parties included in Annex I to the Convention It will replace the version provided in Decision 15/CP.17 2/CP.17UNFCCC biennial reporting guidelines for developed country Parties It establishes the information to be provided in the BR (noting that principles and methodologies to be applied to compile information and elaborate estimates are those applied for NC and GHGI) 17/CP.8Guidelines for the preparation of national communications from Parties not included in Annex I to the Convention It establishes the structure of the GHGI; the information to be provided in the GHGI; the principles and methodologies to be applied to compile information and elaborate estimates. 2/CP.17UNFCCC biennial update reporting guidelines for Parties not included in Annex I to the Convention It establishes the information to be provided in the BUR (noting that principles and methodologies to be applied to compile information and elaborate estimates are those applied for NC and GHGI) 12/CP.17Guidance on systems for providing information on how safeguards are addressed and respected and modalities relating to forest reference emission levels and forest reference levels as referred to in decision 1/CP.16 It provides guidance on information to be submitted on how safeguards have been addressed and respected 13/CP.19Guidelines for technical assessment of submissions of information on reference levels It provides guidance on information to be submitted on how the reference levels have been constructed 14/CP.19Modalities for measuring, reporting and verifyingIt provides guidance on information to be submitted on how the results of activities have been estimated Main COP decisions relevant to UNFCCC reporting by parties

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 13 Decision/DocumentDescription 2013 Revised Supplementary Methods and Good Practice Guidance Arising from the Kyoto Protocol (KP Supplement) (adopted by decision 6/CMP.9) It provides good practices to be followed, in addition to the 2006 IPCC Guidelines for National Greenhouse Gas Inventories, in order to ensure accuracy of estimates of KP-LULUCF activities 2013 Supplement to the 2006 Guidelines for National Greenhouse Gas Inventories: Wetlands (Wetlands Supplement) (adopted by decision 23/CP.19) It provides supplementary methods, to those provided in the 2006 IPCC Guidelines for National Greenhouse Gas Inventories, for collecting and compiling information and for preparing GHG estimates for wetlands and drained soils 2006 IPCC Guidelines for National Greenhouse Gas Inventories (adopted by decision 15/CP.17) It provides methods for collecting and compiling information and for preparing GHG estimates, which are consistent with the reporting principles (transparency, completeness, consistency, accuracy and therefore, comparability). This represents the most recent guidelines for national GHG inventories published by IPCC 2003 IPCC Good Practice Guidance for Land Use, Land-Use Change and Forestry (adopted by decisions 2/CP.17, 17/CP.18) It provides good practices to be followed, in addition to the Revised 1996 IPCC Guidelines for National Greenhouse Gas Inventories, in order to ensure accuracy of LULUCF estimates 2000 IPCC Good Practice Guidance and Uncertainty Management in National Greenhouse Gas Inventories (adopted by decisions 2/CP.17, 17/CP.18) It provides good practices to be followed, in addition to the Revised 1996 IPCC Guidelines for National Greenhouse Gas Inventories, in order to ensure accuracy of estimates Revised 1996 IPCC Guidelines for National Greenhouse Gas Inventories (adopted by decisions 2/CP.17, 17/CP.18) It provides methods for collecting and compiling information and for preparing GHG estimates, which are consistent with the reporting principles Main IPCC guidelines relevant to UNFCCC reporting by parties

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 14 Guidance from the Carbon Fund Methodological Framework Methodological steps Forest definition Definition of forest classes Choice of Activity Data and (pre-)processing methods Choice of emission factors and description of their development Estimation of emissions and removals, including accounting approach Disaggregation of emissions by Sources and removals by Sinks Estimation of accuracy, precision, and/or confidence level Discussion of key uncertainties Rationale for adjusting emissions Methods and assumptions associated with adjusting emissions Maps and/or synthesized data Accounting area Activity data Emission factors Average annual emissions over the Reference Period Adjusted emissions Any spatial data used to adjust emissions Source: World Bank FCPF 2013.

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 15 Outline of lecture 1.Reporting and accounting REDD+ performance: UNFCCC reporting requirements 2.Guidance and modalities on reporting REDD+ performance from UNFCCC 3.Reporting principles under the UNFCCC: transparency, consistency, comparability, completeness and accuracy 4.Structure of a GHG inventory (reporting tables, additional tables, inventory report) 5.Major challenges for reporting REDD+ by developing countries 6.Conservativeness as a possible way to address potential incompleteness and potential overestimation of achieved mitigation of REDD+ estimates

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 16 Overview of the latest guidance and modalities on reporting REDD+ performance (1/5) UNFCCC Decision 14 / CP.19, “Modalities for measuring, reporting and verifying”:  “measuring, reporting and verifying anthropogenic forest-related emissions by sources and removals by sinks, forest carbon stocks, and forest carbon stock and forest-area changes... should be  consistent with the methodological guidance provided in decision 4/CP.15, and any guidance on the measurement, reporting and verification of nationally appropriate mitigation actions by developing country Parties as agreed by the Conference of the Parties, and in accordance with any future relevant decisions of the Conference of the Parties”

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 17 Overview of the latest guidance and modalities on reporting REDD+ performance (2/5)  Results measured against the forest R(E)L should be expressed in tonnes of carbon dioxide equivalent per year  Parties are encouraged to improve data and methodologies over time (phased approach), while maintaining consistency with the established or, as appropriate, updated, forest R(E)L  Data and information used for estimating forest area changes and forest carbon stocks changes should be: ● Transparent ● Consistent over time ● Consistent with the established forest R(E)L

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 18 Overview of the latest guidance and modalities on reporting REDD+ performance (3/5)  Data and information should be provided through biennial update reports by parties, taking into consideration the additional flexibility given to the least developed countries and small island developing states  To obtain and receive payments for results-based actions, countries should supply a technical annex (this is voluntary)  Data and information provided in the technical annex shall be consistent with decisions 4/CP15 and 12/CP17 and follow the guidelines provided in the annex

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 19 Overview of the latest guidance and modalities on reporting REDD+ performance (4/5)  In order to obtain and receive payments for results-based actions, the results need to be verified by a technical team of experts  The technical team consists of two UNFCCC LULUCF experts, from a developing and developed country party, and will analyse the submitted data and information on the extent to which: ● There is consistency in methodologies, definitions, comprehensiveness, and information provided between the assessed reference level and the results of the implementation of the activities ● The data and information provided in the technical annex is transparent, consistent, complete and accurate, and consistent with the guidelines ● The results are accurate, to the extent possible

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 20 Overview of the latest guidance and modalities on reporting REDD+ performance (5/5)  The party that submitted the technical annex and the technical team of experts may interact with each other to seek / provide clarifications and additional information on the technical annex to facilitate the analysis by the technical team  The technical team will develop a technical report (published on the UNFCCC web platform), containing: ● Technical annex submitted by the party ● Analysis of the technical annex ● Areas for technical improvement (on data, methodologies) ● Any comments and/or responses by the party, including areas for further improvement and capacity-building needs

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 21 Outline of lecture 1.Reporting and accounting REDD+ performance: UNFCCC reporting requirements 2.Guidance and modalities on reporting REDD+ performance from UNFCCC 3.Reporting principles under the UNFCCC: transparency, consistency, comparability, completeness and accuracy 4.Structure of a GHG inventory (reporting tables, additional tables, inventory report) 5.Major challenges for reporting REDD+ by developing countries 6.Conservativeness as a possible way to address potential incompleteness and potential overestimation of achieved mitigation of REDD+ estimates

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 22 UNFCCC reporting principles  Five general principles guide the estimation and the reporting of GHG under UNFCCC  Transparency, Consistency, Comparability, Completeness and Accuracy  These principles guide also the process of review or technical assessment of the estimates

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 23 Transparency  All the assumptions and the methodologies used in the inventory should be clearly explained and documented, so that anybody could verify its correctness  GHG estimates are reported at a level of disaggregation which allows verifying calculations  Most relevant background data are provided in the report

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 24 Consistency  The same definitions and methodologies should be used in different years  This should ensure that differences between years and categories reflect real differences in emissions  Under certain circumstances, estimates using different methodologies for different years can be considered consistent if they have been calculated in a transparent manner  Recalculations of previously submitted estimates are possible to improve accuracy and/or completeness, providing that all the relevant information is properly documented

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 25 Comparability  Across countries:  For this purpose, parties should follow the methodologies and standard formats (including the allocation of different source/sink category) provided by the IPCC and agreed within the UNFCCC  Comparability is not mentioned in REDD+ related COP decisions; however, as long as estimates are transparent, consistent, complete and accurate, and follow IPCC guidance, they can be considered methodologically comparable

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 26 Completeness  Estimates should include—for all the relevant geographical coverage—all the agreed* categories, gases, and pools  When gaps exist, all the relevant information and justification on these gaps should be documented in a transparent manner * In REDD+ context, all significant pools/gases and activities should be included (see Module 2.7)

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 27 Accuracy  Estimates should be systematically neither over nor under the true value, so far as can be judged, and uncertainties should be reduced so far as is practicable  Appropriate methodologies should be used, in accordance with the IPCC, to promote accuracy in inventories and to quantify the uncertainties in order to improve future inventories

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 28 Outline of lecture 1.Reporting and accounting REDD+ performance: UNFCCC reporting requirements 2.Guidance and modalities on reporting REDD+ performance from UNFCCC 3.Reporting principles under the UNFCCC: transparency, consistency, comparability, completeness and accuracy 4.Structure of a GHG inventory (reporting tables, additional tables, inventory report) 5.Major challenges for reporting REDD+ by developing countries 6.Conservativeness as a possible way to address potential incompleteness and potential overestimation of achieved mitigation of REDD+ estimates

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 29 Structure of a GHG inventory A national inventory of GHG anthropogenic emissions and removals is typically divided into two parts:  Reporting tables: A series of standardized data tables that contain mainly quantitative information (i.e., numerical estimates of emissions and removals)  Inventory report: Comprehensive and transparent information about how estimates have been calculated

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 30 Reporting tables Reporting tables typically include columns for:  The initial and final land-use category: Additional stratification is encouraged (subdivisions) according to criteria such as climate zone, soil type, vegetation type, ecological zones, etc.  The activity data (AD, see Modules 2.1 and 2.2): area of land (in kha) subject, e.g., to gross deforestation, degradation, or forest management  The emission factors (EF, see Module 2.3): The C stock changes per unit area, separated for each carbon pool  The total change in C stock: AD x EF (see Module 2.5)  The total emissions (expressed as CO 2 ) Documentation box: to provide references to relevant sections of the inventory report if any additional information is needed

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 31 Example of reporting table Example of a table reporting emissions from deforestation (modified from KP LULUCF tables for illustrative purposes only) GREENHOUSE GAS SOURCE AND SINK CATEGORIES ACTIVITY DATA IMPLIED CARBON STOCK CHANGE FACTORS (2) Implied emission/ removal factor per area (4) CHANGE IN CARBON STOCK (3) Net CO 2 emissions/ removals (3) Net carbon stock change per unit area in: Net carbon stock change in: Land-Use Category Sub- division (1) Total area (kha) biomass dead org. matter soils Biomass Dead org. matter soils above- ground below- ground dead woodlitter above- ground below- ground dead woodlitter (Mg C/ha) (Mg CO 2 /ha ) (Gg C) (Gg CO 2 ) A. Total Deforestation 1. Forest Land converted to Cropland (specify) 2. Forest Land converted to Grassland (specify) ….. (1) Land categories may be further divided according to climate zone, management system, soil type, vegetation type, tree species, ecological zones, national land classification or other criteria. (2) The signs for estimates of increases in C stocks are positive (+) and of decreases in C stocks are negative (-). (3) According to IPCC, changes in C stocks are converted to CO2 by multiplying C by 44/12 and changing the sign for net CO2 removals to be negative (-) and for net CO2 emissions to be positive (+).

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 32 Notation keys reporting tables  To ensure completeness, it is good practice to fill all cells of the table  If emissions/removals have not been estimated or cannot be reported, the following qualitative “notation keys” should be used, along with supporting documentation Notation keyExplanation NE (not estimated) Emissions / removals occur but have not been estimated or reported. IE (included elsewhere) Emissions / removals for this activity or category are estimated but included elsewhere (indicate where). C (confidential information) Emissions / removals are aggregated and included elsewhere in the inventory because reporting at a disaggregated level could lead to the disclosure of confidential information. NA (not applicable) The activity or category exists but relevant emissions and removals are considered never to occur. NO (not occurring) An activity or process does not exist within a country.

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 33 Additional reporting tables In addition to tables like the one in the example, other typical tables to be filled in a comprehensive GHG inventory include:  Tables with emissions of other gases (e.g., CH4 and N2O from biomass burning)  Summary tables (with all gases and emissions/removals)  Tables with emission trends (covering data also from previous inventory years)  Tables for illustrating the results of the key category analysis, the completeness of the reporting, and recalculations

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 34 Inventory report (1/2) An inventory report typically includes:  Overview of trends by gas and by category  Description of the methodologies used, the assumptions, the data sources, and rationale for their selection  In the context of REDD+ reporting, information on land-use definitions, land-area representation, land-use databases, and datasets on C stock gains and losses are essential  A description of the key categories,* including information on the level of disaggregation of the key category analysis * categories quantitatively most important in a GHG inventory (see IPCC 2003 GPG LULUCF, Ch. 5.4)

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 35 Inventory report (2/2) An inventory report typically includes (continued):  Information on uncertainties (i.e., methods used and underlying assumptions), time-series consistency, recalculations (with justification for providing new estimates), quality assurance and quality control procedures, including verification, and archiving of data  Description of the institutional arrangements for inventory planning, preparation, and management (See Module 3.1)  Information on planned improvements Furthermore, all of the relevant inventory information should be archived, to allow reconstruction of the inventory

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 36 Outline of lecture 1.Reporting and accounting REDD+ performance: UNFCCC reporting requirements 2.Guidance and modalities on reporting REDD+ performance from UNFCCC 3.Reporting principles under the UNFCCC: transparency, consistency, comparability, completeness and accuracy 4.Structure of a GHG inventory (reporting tables, additional tables, inventory report) 5.Major challenges for reporting REDD+ by developing countries 6.Conservativeness as a possible way to address potential incompleteness and potential overestimation of achieved mitigation of REDD+ estimates

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 37 Challenges in relation to reporting principles What difficulties can be expected by developing countries when reporting REDD+ following the five principles outlined above?  Transparency, consistency, and comparability: Achievable by most countries (after adequate capacity building if needed)  Completeness: From official reports (NC, FAO FRA) only a few countries currently report data on soil carbon, although these emissions following deforestation are likely to be “significant”  Accuracy: According to IPCC, key categories and significant pools should be estimated with higher tiers (2 or 3), i.e., country-specific data stratified by climate, forest, soil, and conversion type at a fine/medium spatial scale  big challenge

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 38 C hallenges for reporting REDD+ If a country produces incomplete and/or highly uncertain estimates (e.g., if Tier 1 EF are used for a key category) what could be the consequences? Three possible options: 1) Allow the country to access result-based payment anyway?  Maybe OK for early stages, but possible lack of comparability with other countries using higher tiers 2) Exclude the country from accessing REDD+?  leakage 3) Allow the country to access REDD+ with some “discount”? How?

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 39 Outline of lecture 1.Reporting and accounting REDD+ performance: UNFCCC reporting requirements 2.Guidance and modalities on reporting REDD+ performance from UNFCCC 3.Reporting principles under the UNFCCC: transparency, consistency, comparability, completeness and accuracy 4.Structure of a GHG inventory (reporting tables, additional tables, inventory report) 5.Major challenges for reporting REDD+ by developing countries 6.Conservativeness as a possible way to address potential incompleteness and potential overestimation of achieved mitigation of REDD+ estimates

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 40 Conservativeness in REDD+  To address potential incomplete and uncertain estimates, the conservativeness principle has been proposed  In the REDD+ context, conservativeness means that, when completeness or accuracy of estimates cannot be achieved, the reduction of emissions and the increase of C stocks should not be overestimated, or the risk of overestimation should be minimized

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 41 Conservativeness in the Kyoto Protocol review process A. Incomplete estimates: A party “may choose not to account for a given pool if transparent and verifiable information is provided that the pool is not a source” B. Estimate not in line with IPCC: In this case the review team may apply an “adjustment,” i.e., substitute the original estimate with a new one (generally based on Tier 1) and then—given the high likelihood of overestimating the actual achieved mitigation—multiply it by a tabulated category-specific conservativeness factor

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 42 Conservativeness factors of UNFCCC  The UNFCCC has approved conservativeness factors linked to specific uncertainty ranges  Essentially, these factors consider the 50% confidence interval Source: UNFCCC, 2005

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 43 Applying the conservativeness factor  Example of the application of a conservativeness factor during the adjustment procedure under the Kyoto Protocol  The bracket indicates the risk of overestimating the true value, which is high if, for example, a Tier 1 estimate is used  Multiplying this estimate by a conservativeness factor (e.g., 0.7) means decreasing the likelihood of overestimating the true value

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 44 Addressing incomplete estimates  Likely cause of incomplete estimates: Lack of reliable data for the soil pool  Here, what is important is not providing evidence for “soil not being a source” (difficult in many cases) but rather that “emission reductions are not overestimated”  In many cases (e.g., when soil is a source of emissions from deforestation and the deforested area decreases as compared to the reference level), not reporting means being conservative

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 45 Example of omitting a pool Example of how ignoring a carbon pool may produce a conservative estimate of reduced emissions from deforestation: The estimate (b) in the last column is not accurate, but it is conservative

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 46 Estimates not following IPCC  Likely case of estimate not following the good practice by IPCC: When Tier 1 EF (e.g., values of carbon stock per unit of deforested area) are used for a key category/significant pool  In this case the justification for being conservative is when the Tier 1 estimates are judged to likely be an overestimate of emission reductions—and thus the likelihood of receiving significant payments not associated to real emission reductions—is expected to be high  As for the Kyoto Protocol, conservativeness factors tabulated based on 50% confidence interval could be applied

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 47 Different approaches to apply conservativeness  Reliable minimum estimate (RME): The aim is to decrease both the likelihood of overestimating the emissions in FRL and the risk of underestimating the emissions in the assessment period  Trend uncertainty: The aim is to decrease the risk of overestimating the emissions reduction (i.e., the “trend”: FRL minus assessment period)  This approach is extremely dependent on whether uncertainties of inputs data (AD and EF) are correlated or not over time  IF the same Tier 1 EF is used in FRL and in the assessment period, the correlation is automatic, and this leads to much lower trend uncertainty and thus lower discount made by the conservativeness factor

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 48 Example of different approaches Example of different approaches to apply conservativeness:  Under KP (A, left), the conservative accounted quantity is based on the uncertainties of both the base year and the commitment period (a - b) estimates  With trend uncertainty (B, right), the conservative estimate is derived from the uncertainty of the difference in emissions between the reference and the assessment period

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 49 In summary (1/2)  Non-Annex I countries should report REDD+ performance through national communications and biennial update reports which include national GHG inventories  Five principles guide the estimation and the reporting of GHG under the UNFCCC, as well as the process of review or technical assessment of estimates: Transparency, Consistency, Comparability, Completeness, and Accuracy

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 50 In summary (2/2)  REDD+ estimates should be accurate. If one can’t be accurate, be conservative. The conservativeness principle may be useful: ● To justify the omission of pools ● Through the application of discount factors, to increase the acceptability of those REDD+ estimates judged to be a likely overestimate of achieved mitigation (e.g., also in case Tier 1 EF are used)  In the initial REDD+ phases conservativeness may help broaden participation, allowing those countries with limited forest-monitoring capacity to join while maintaining strong incentives for further increasing the accuracy of the estimates, i.e., to move to higher tiers

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 51 Country examples and exercises Country examples  Annex 1 country example of GHG inventory reporting (LULUCF)  Appling the conservativeness approach to the DRC example (matrix approach) (See Module 2.7 Country Example) Exercises  Reporting GHG emissions and removals using IPCC reporting tables 1. Land transition matrix 2. Emissions from deforestation

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 52 References  IPCC (Intergovernmental Panel on Climate Change) Revised 1996 IPCC Guidelines for National Greenhouse Gas Inventories. Geneva, Switzerland: IPCC. nggip.iges.or.jp/public/gl/invs4.html.  IPCC (Intergovernmental Panel on Climate Change) Good Practice Guidance and Uncertainty Management in National Greenhouse Gas Inventories. (Often IPCC GPG.) Geneva, Switzerland: IPCC.  IPCC, Good Practice Guidance for Land Use, Land-Use Change and Forestry, Prepared by the National Greenhouse Gas Inventories Programme, Penman, J., Gytarsky, M., Hiraishi, T., Krug, T., Kruger, D., Pipatti, R., Buendia, L., Miwa, K., Ngara, T., Tanabe, K., Wagner, F. (eds.). Published: IGES, Japan. (Often referred to as IPCC GPG)  IPCC IPCC Guidelines for National Greenhouse Gas Inventories. Volume 4: Agriculture, Forestry and Other Land Use. Prepared by the National Greenhouse Gas Inventories Programme, Eggleston H.S., Buendia L., Miwa K., Ngara T. and Tanabe K. (eds). Published: IGES, Japan. (Often referred to as IPCC AFOLU GL)

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 53  GFOI (Global Forest Observations Initiative) Integrating Remote-sensing and Ground-based Observations for Estimation of Emissions and Removals of Greenhouse Gases in Forests: Methods and Guidance from the Global Forest Observations Initiative. (Often GFOI MGD.) Geneva, Switzerland: Group on Earth Observations, version Sect  GOFC-GOLD (Global Observation of Forest Cover and Land Dynamics) A Sourcebook of Methods and Procedures for Monitoring and Reporting Anthropogenic Greenhouse Gas Emissions and Removals Associated with Deforestation, Gains and Losses of Carbon Stocks in Forests Remaining Forests, and Forestation. (Often GOFC-GOLD Sourcebook.) Netherland: GOFC-GOLD Land Cover Project Office, Wageningen University.  Grassi, G., S. Monni, S. Federici, F. Achard, and D. Mollicone “Applying the Conservativeness Principle to REDD to Deal with the Uncertainties of the Estimates.” Environmental Research Letters 3 (3).  Grassi, G., S. Federici, and F. Achard “Implementing Conservativeness in REDD+ Is Realistic and Useful to Address the Most Uncertain Estimates.” Climatic Change 119: 269–275.

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 54  Romijn, E., M. Herold, L. Kooistra, B. Murdiyarso, and L. Verchot “Assessing Capacities of Non- Annex I Countries for National Forest Monitoring in the Context of REDD+.” Environmental Science and Policy 19–20: 33–48.  UNFCCC, “Background documentation on the conservativeness factors for the completion of the technical guidance on adjustments.” Working Paper No.2. plication/pdf/cf_wp_sb22_for_web_final__2may.pdf  UNFCCC COP (United Nations Framework Convention on Climate Change Conference of the Parties) Decisions. This module refers to and draws from various UNFCCC COP decisions. Specific decisions for this module are listed in the “Background Material” slides. All COP decisions can be found from the UNFCCC webpage “Search Decisions of the COP and CMP.”  World Bank FCPF Carbon Fund Methodological Framework, Final. Washington, DC: World Bank.

Module 3.3 Guidance on reporting REDD+ performance using IPCC Guidelines and Guidance REDD+ training materials by GOFC-GOLD, Wageningen University, World Bank FCPF 55 GOFC-GOLD Sourcebook training materials for REDD+ monitoring and reporting A sourcebook of methods and procedures for monitoring and reporting anthropogenic greenhouse gas emissions and removals associated with deforestation, gains and losses of carbon stocks in forests remaining forests, and forestation This was the final lecture of the training materials under component 3: 3. REDD+ assessment and reporting