SlideShare a Scribd company logo
1 of 24
Download to read offline
What we need to do on the
IT front for the CRTs to fly
Michael Vartanyan (Spherical) - mv@spherical.pm
OECD/IEA CCXG Special Event on Common Reporting Tables, 25 November 2020
● 20 do inventories from one GEF project to the next, practically from scratch
● 5 have experience of catastrophic loss of data
● 10 are migrating from Excel to IPCC software
● 4 are migrating from IPCC software to Excel
● 12 reported issues with Internet connectivity
● 4 experience regular power cuts on servers that keep inventory data
● 5 reports that a staff member left with the only copy of data on their laptop
Of 44 developing countries…
● All countries can submit CRTs every other year
● Continuity
● Sustainable inventory process within country
● No loss of data, data security/sovereignty
● Correct calculations and aggregation, QA/QC
Where we need to be in 2024
● System-to-system communication / open APIs
● Automation of in-country collaboration / data gathering
● Automated provision of international data
● Automated cross-country QA/QC
● Ability to work on “something other than an MS Windows PC”
● Integrated MRV / data feeds from sub-national and corporate providers
● Switch from “tables” to “data points”: eliminate discussions about format
Where we want to be in 2024-2034...2044?
● UNFCCC has structured its input format - “almost open almost API”
● Archiving, collaboration, operational arrangements, security and
continuity are now recognised as areas of improvement by many
developing countries
Good news
Email:
Phone / WhatsApp / Telegram: +4915114455189
Skype:
Twitter:
LinkedIn:
Stay in touch
● Involve all people who have the necessary data
● Collect data from them
● Calculate controlled indicators based on the data collected
● Assure quality of resulting data and calculations
● Put data into a reporting format compliant to the applicable reporting
regime
● Keep data safe and ready for re-use
● Make sure you know what to do (better!) next time.
An inventory system in seven “easy” steps
● MRV Expertise/Capacity: the majority of custodians of data necessary for
MRV do not need MRV expertise to participate meaningfully
● Language: ditto.
● Data integrity and access controls: access to everything the user needs
but not more
● Connectivity: constant broadband Internet access is not yet a reality in all
target groups
● Usability: unless you are paid to be expert, your participation should be
easy, familiar or intuitive
Challenges involving people
Involving people done right - Intuitive workflow
● Take time to define your
data collection process
● Reduce manual data entry
● Make write access to data
conditional on workflow
step
● Think what you will do
when things don’t go as
expected
Involving people done right - Language & Jargons
● Make simplified entry forms for data providers
● Translate forms into national language
Involving people done right - Connectivity&Usability
● Work on the user’s machine, whatever it is
● Look like Excel but don’t be Excel
● Be able to work offline
● Make data exchange between users invisible to the user
● Data is not available: physically? legally? economically? If there is activity -
there is data, find the provider and make it possible for them to
participate!
● Inappropriately aggregated data: involve lower level data providers
● Incomplete and low quality data: reduce manual entry, enforce
automated checks
● Data is not coming timely: your workflow system should tell you who is
getting late
Challenges collecting data
NO CHALLENGES. JUST DO IT RIGHT*
* Easier said than done
Challenges calculating
● What to check?
● Where is the problem? Lots of data, complex hierarchies mean that the
problem may be hard to find
● What is the problem? For a more complex check, even once you’ve found
erroneous value, it may not be apparent what the problem is
● Who you gonna call? Many people are involved in data collection, who
dealt with this data point and knows how to fix the issue? 
Challenges assuring quality
Assuring quality done right - what to check
● Chapter 6 is your friend!
● Basic checks: completeness, data ranges, correct use of notation keys…
● Domain-specific checks: time series and methodological consistency,
reasons for recalculation, …
● Compare your data to your neighbours’ or countries with similar
circumstances
● A check not automated is a check not performed
Assuring quality done right - where&what’s wrong
● Navigate the user to the error
● Explain the reason your system believes the value(s) are wrong
Assuring quality done right - who you gonna call?
● Have an audit trail of all entries in your system
● Identify the source of each data point to the user.
● Complexity of reporting formats. 70+ CRF tables, where are my entries?
● Data manipulation. Uncertainty analysis and KCA in inventories require
non-trivial computations.
● Lack of APIs The current UNFCCC process is not data-centric and does not
avail itself to interoperability, leading to the need of manual operations.
Challenges reporting
Reporting done right - cracking complexity
● Link data entry and reporting intuitively
● Identify aggregates and indirectly affected values in reports
● Adequate backup and business continuity may be hard to organize and
prohibitively expensive if not done right
● Outsourcing of data-keeping typically means trusting the provider with
your data
● Security and access management become tricky for systems that are not
used often.
● Knowledge retention needs to be top notch to withstand staff turnover.
Challenges keeping data
Keeping data done right - backup and access
● Do offline, off-site, encrypted backups
● End-to-end encrypted data exchange between users
● Keep your access system simple, show it graphically[, block unused
credentials]
Keeping data done right - knowledge retention
● Do self-documenting configuration
● Test disaster recovery!
● Make system recovery secrets easy to keep (recovery envelope)
● Analysis: after collecting 20 000 data points, how do you know what went
right and what wrong? Use process reporting. 
● Monitoring: use automated monitoring of points in the workflow where
you experienced difficulties last time
● Optimization: adjust your workflow based on experience and evolution of
legal and institutional arrangements. Involve higher quality, more agile
data providers.
● Incentives: reward your data providers
Challenges improving the MRV system
● The majority of data management problems are not unique to one country,
so the solutions are highly reusable
● With good IT tools, the organizational burden does not grow much when
you involve more people so involve everyone who can be useful
● Better data management and IT tooling means higher quality submissions,
with less effort
Final points

More Related Content

What's hot

How important is IT auditing
How important is IT auditingHow important is IT auditing
How important is IT auditingLepide USA Inc
 
Simplifying Analytics - by Novoniel Deb
Simplifying Analytics - by Novoniel DebSimplifying Analytics - by Novoniel Deb
Simplifying Analytics - by Novoniel DebNovoniel Deb
 
Data Quality at the Speed of Work
Data Quality at the Speed of WorkData Quality at the Speed of Work
Data Quality at the Speed of WorkTechWell
 
Computer Assisted Audit Techniques (CAATS) - IS AUDIT
Computer Assisted Audit Techniques (CAATS) - IS AUDITComputer Assisted Audit Techniques (CAATS) - IS AUDIT
Computer Assisted Audit Techniques (CAATS) - IS AUDITShahzeb Pirzada
 
Automate data warehouse etl testing and migration testing the agile way
Automate data warehouse etl testing and migration testing the agile wayAutomate data warehouse etl testing and migration testing the agile way
Automate data warehouse etl testing and migration testing the agile wayTorana, Inc.
 
Early watch report
Early watch reportEarly watch report
Early watch reportcecileekove
 
My Sql Data Migration
My Sql Data MigrationMy Sql Data Migration
My Sql Data MigrationAnil Yadav
 
Agaram data integrity problem and solution
Agaram  data integrity problem and solutionAgaram  data integrity problem and solution
Agaram data integrity problem and solutionAgaram Technologies
 
5 EMR/HIS Migration Secrets All Department Leaders Must Know
5 EMR/HIS Migration Secrets All Department Leaders Must Know5 EMR/HIS Migration Secrets All Department Leaders Must Know
5 EMR/HIS Migration Secrets All Department Leaders Must KnowBoston Software Systems
 
Monitoring Distributed Systems
Monitoring Distributed SystemsMonitoring Distributed Systems
Monitoring Distributed SystemsAleksandr Tavgen
 
CAAT - Data Analysis and Audit Techniques
CAAT - Data Analysis and Audit TechniquesCAAT - Data Analysis and Audit Techniques
CAAT - Data Analysis and Audit TechniquesSaurabh Rai
 
Automation – Way Forward to Achieve Data Integrity
Automation – Way Forward to Achieve Data IntegrityAutomation – Way Forward to Achieve Data Integrity
Automation – Way Forward to Achieve Data IntegrityMukunth Venkatesan
 
Optimizing a Data Migration with an Assessment
Optimizing a Data Migration with an AssessmentOptimizing a Data Migration with an Assessment
Optimizing a Data Migration with an AssessmentJulie Champagne
 
Agile Methodology - Data Migration v1.0
Agile Methodology - Data Migration v1.0Agile Methodology - Data Migration v1.0
Agile Methodology - Data Migration v1.0Julian Samuels
 
20171019 data migration (rk)
20171019 data migration (rk)20171019 data migration (rk)
20171019 data migration (rk)Ruud Kapteijn
 
Computer Assisted Audit Tools and Techniques - the Force multiplier in the ba...
Computer Assisted Audit Tools and Techniques - the Force multiplier in the ba...Computer Assisted Audit Tools and Techniques - the Force multiplier in the ba...
Computer Assisted Audit Tools and Techniques - the Force multiplier in the ba...Ee Chuan Yoong
 
ASUG PPT Ensuring a Successful Data Migration_Final
ASUG PPT Ensuring a Successful Data Migration_FinalASUG PPT Ensuring a Successful Data Migration_Final
ASUG PPT Ensuring a Successful Data Migration_FinalTodd Conrad
 

What's hot (20)

How important is IT auditing
How important is IT auditingHow important is IT auditing
How important is IT auditing
 
Simplifying Analytics - by Novoniel Deb
Simplifying Analytics - by Novoniel DebSimplifying Analytics - by Novoniel Deb
Simplifying Analytics - by Novoniel Deb
 
Data Quality at the Speed of Work
Data Quality at the Speed of WorkData Quality at the Speed of Work
Data Quality at the Speed of Work
 
SOX Compliance Survey 2020
SOX Compliance Survey 2020SOX Compliance Survey 2020
SOX Compliance Survey 2020
 
Computer Assisted Audit Techniques (CAATS) - IS AUDIT
Computer Assisted Audit Techniques (CAATS) - IS AUDITComputer Assisted Audit Techniques (CAATS) - IS AUDIT
Computer Assisted Audit Techniques (CAATS) - IS AUDIT
 
Automate data warehouse etl testing and migration testing the agile way
Automate data warehouse etl testing and migration testing the agile wayAutomate data warehouse etl testing and migration testing the agile way
Automate data warehouse etl testing and migration testing the agile way
 
Early watch report
Early watch reportEarly watch report
Early watch report
 
My Sql Data Migration
My Sql Data MigrationMy Sql Data Migration
My Sql Data Migration
 
Agaram data integrity problem and solution
Agaram  data integrity problem and solutionAgaram  data integrity problem and solution
Agaram data integrity problem and solution
 
5 EMR/HIS Migration Secrets All Department Leaders Must Know
5 EMR/HIS Migration Secrets All Department Leaders Must Know5 EMR/HIS Migration Secrets All Department Leaders Must Know
5 EMR/HIS Migration Secrets All Department Leaders Must Know
 
EHR Migration Guide
EHR Migration GuideEHR Migration Guide
EHR Migration Guide
 
Monitoring Distributed Systems
Monitoring Distributed SystemsMonitoring Distributed Systems
Monitoring Distributed Systems
 
CAAT - Data Analysis and Audit Techniques
CAAT - Data Analysis and Audit TechniquesCAAT - Data Analysis and Audit Techniques
CAAT - Data Analysis and Audit Techniques
 
Automation – Way Forward to Achieve Data Integrity
Automation – Way Forward to Achieve Data IntegrityAutomation – Way Forward to Achieve Data Integrity
Automation – Way Forward to Achieve Data Integrity
 
Optimizing a Data Migration with an Assessment
Optimizing a Data Migration with an AssessmentOptimizing a Data Migration with an Assessment
Optimizing a Data Migration with an Assessment
 
Sea of Data
Sea of DataSea of Data
Sea of Data
 
Agile Methodology - Data Migration v1.0
Agile Methodology - Data Migration v1.0Agile Methodology - Data Migration v1.0
Agile Methodology - Data Migration v1.0
 
20171019 data migration (rk)
20171019 data migration (rk)20171019 data migration (rk)
20171019 data migration (rk)
 
Computer Assisted Audit Tools and Techniques - the Force multiplier in the ba...
Computer Assisted Audit Tools and Techniques - the Force multiplier in the ba...Computer Assisted Audit Tools and Techniques - the Force multiplier in the ba...
Computer Assisted Audit Tools and Techniques - the Force multiplier in the ba...
 
ASUG PPT Ensuring a Successful Data Migration_Final
ASUG PPT Ensuring a Successful Data Migration_FinalASUG PPT Ensuring a Successful Data Migration_Final
ASUG PPT Ensuring a Successful Data Migration_Final
 

Similar to CCXG Special Event, November 2020, Michael Vartanyan

Introduction to Data Stream Processing
Introduction to Data Stream ProcessingIntroduction to Data Stream Processing
Introduction to Data Stream ProcessingSafe Software
 
Online Crime Management System.ppt.pptx
Online Crime Management System.ppt.pptxOnline Crime Management System.ppt.pptx
Online Crime Management System.ppt.pptxAshutoshmahale3
 
Observability in highly distributed systems
Observability in highly distributed systemsObservability in highly distributed systems
Observability in highly distributed systemsDevOps Indonesia
 
Transition to a modern data platform
Transition to a modern data platform Transition to a modern data platform
Transition to a modern data platform Michael Ghen
 
Moving from BI to AI : For decision makers
Moving from BI to AI : For decision makersMoving from BI to AI : For decision makers
Moving from BI to AI : For decision makerszekeLabs Technologies
 
Keeping the Pulse of Your Data:  Why You Need Data Observability 
Keeping the Pulse of Your Data:  Why You Need Data Observability Keeping the Pulse of Your Data:  Why You Need Data Observability 
Keeping the Pulse of Your Data:  Why You Need Data Observability Precisely
 
Foundational Strategies for Trust in Big Data Part 3: Data Lineage
Foundational Strategies for Trust in Big Data Part 3: Data LineageFoundational Strategies for Trust in Big Data Part 3: Data Lineage
Foundational Strategies for Trust in Big Data Part 3: Data LineagePrecisely
 
Data Con LA 2018 - Enabling real-time exploration and analytics at scale at H...
Data Con LA 2018 - Enabling real-time exploration and analytics at scale at H...Data Con LA 2018 - Enabling real-time exploration and analytics at scale at H...
Data Con LA 2018 - Enabling real-time exploration and analytics at scale at H...Data Con LA
 
Schemas, streams, and grocery stores
Schemas, streams, and grocery storesSchemas, streams, and grocery stores
Schemas, streams, and grocery storesconfluent
 
Webinar: Getting Your EHS Data Off the Ground
Webinar: Getting Your EHS Data Off the GroundWebinar: Getting Your EHS Data Off the Ground
Webinar: Getting Your EHS Data Off the GroundUrjanet
 
Cp packaging-line-visibility-and-productivity-suite-us
Cp packaging-line-visibility-and-productivity-suite-usCp packaging-line-visibility-and-productivity-suite-us
Cp packaging-line-visibility-and-productivity-suite-usEric Davis
 
Self-Service Analytics with Guard Rails
Self-Service Analytics with Guard RailsSelf-Service Analytics with Guard Rails
Self-Service Analytics with Guard RailsDenodo
 
Infogix BCBS 239 Implementation Challenges
Infogix BCBS 239 Implementation ChallengesInfogix BCBS 239 Implementation Challenges
Infogix BCBS 239 Implementation ChallengesMichelle Genser
 
Justifying Capacity Management Efforts
Justifying Capacity Management EffortsJustifying Capacity Management Efforts
Justifying Capacity Management EffortsPrecisely
 
Process Improvement for Pabit Solutions
Process Improvement for Pabit SolutionsProcess Improvement for Pabit Solutions
Process Improvement for Pabit SolutionsSnehal Datta
 
[WSO2 Meetup] Tools and Techniques for Building and Maintaining Streaming-bas...
[WSO2 Meetup] Tools and Techniques for Building and Maintaining Streaming-bas...[WSO2 Meetup] Tools and Techniques for Building and Maintaining Streaming-bas...
[WSO2 Meetup] Tools and Techniques for Building and Maintaining Streaming-bas...WSO2
 
Just Say No to Spreadsheets: A Practical Approach to Automating Capacity Mana...
Just Say No to Spreadsheets: A Practical Approach to Automating Capacity Mana...Just Say No to Spreadsheets: A Practical Approach to Automating Capacity Mana...
Just Say No to Spreadsheets: A Practical Approach to Automating Capacity Mana...Precisely
 
Maximizing Your Data’s Potential: DOTs & DPWs Edition
Maximizing Your Data’s Potential: DOTs & DPWs EditionMaximizing Your Data’s Potential: DOTs & DPWs Edition
Maximizing Your Data’s Potential: DOTs & DPWs EditionSafe Software
 
Sales and inventory management system project report
Sales and inventory management system project reportSales and inventory management system project report
Sales and inventory management system project reportFuckboy123
 

Similar to CCXG Special Event, November 2020, Michael Vartanyan (20)

Introduction to Data Stream Processing
Introduction to Data Stream ProcessingIntroduction to Data Stream Processing
Introduction to Data Stream Processing
 
Online Crime Management System.ppt.pptx
Online Crime Management System.ppt.pptxOnline Crime Management System.ppt.pptx
Online Crime Management System.ppt.pptx
 
Observability in highly distributed systems
Observability in highly distributed systemsObservability in highly distributed systems
Observability in highly distributed systems
 
Transition to a modern data platform
Transition to a modern data platform Transition to a modern data platform
Transition to a modern data platform
 
Moving from BI to AI : For decision makers
Moving from BI to AI : For decision makersMoving from BI to AI : For decision makers
Moving from BI to AI : For decision makers
 
Keeping the Pulse of Your Data:  Why You Need Data Observability 
Keeping the Pulse of Your Data:  Why You Need Data Observability Keeping the Pulse of Your Data:  Why You Need Data Observability 
Keeping the Pulse of Your Data:  Why You Need Data Observability 
 
Foundational Strategies for Trust in Big Data Part 3: Data Lineage
Foundational Strategies for Trust in Big Data Part 3: Data LineageFoundational Strategies for Trust in Big Data Part 3: Data Lineage
Foundational Strategies for Trust in Big Data Part 3: Data Lineage
 
Data Con LA 2018 - Enabling real-time exploration and analytics at scale at H...
Data Con LA 2018 - Enabling real-time exploration and analytics at scale at H...Data Con LA 2018 - Enabling real-time exploration and analytics at scale at H...
Data Con LA 2018 - Enabling real-time exploration and analytics at scale at H...
 
3 types of monitoring for 2020
3 types of monitoring for 20203 types of monitoring for 2020
3 types of monitoring for 2020
 
Schemas, streams, and grocery stores
Schemas, streams, and grocery storesSchemas, streams, and grocery stores
Schemas, streams, and grocery stores
 
Webinar: Getting Your EHS Data Off the Ground
Webinar: Getting Your EHS Data Off the GroundWebinar: Getting Your EHS Data Off the Ground
Webinar: Getting Your EHS Data Off the Ground
 
Cp packaging-line-visibility-and-productivity-suite-us
Cp packaging-line-visibility-and-productivity-suite-usCp packaging-line-visibility-and-productivity-suite-us
Cp packaging-line-visibility-and-productivity-suite-us
 
Self-Service Analytics with Guard Rails
Self-Service Analytics with Guard RailsSelf-Service Analytics with Guard Rails
Self-Service Analytics with Guard Rails
 
Infogix BCBS 239 Implementation Challenges
Infogix BCBS 239 Implementation ChallengesInfogix BCBS 239 Implementation Challenges
Infogix BCBS 239 Implementation Challenges
 
Justifying Capacity Management Efforts
Justifying Capacity Management EffortsJustifying Capacity Management Efforts
Justifying Capacity Management Efforts
 
Process Improvement for Pabit Solutions
Process Improvement for Pabit SolutionsProcess Improvement for Pabit Solutions
Process Improvement for Pabit Solutions
 
[WSO2 Meetup] Tools and Techniques for Building and Maintaining Streaming-bas...
[WSO2 Meetup] Tools and Techniques for Building and Maintaining Streaming-bas...[WSO2 Meetup] Tools and Techniques for Building and Maintaining Streaming-bas...
[WSO2 Meetup] Tools and Techniques for Building and Maintaining Streaming-bas...
 
Just Say No to Spreadsheets: A Practical Approach to Automating Capacity Mana...
Just Say No to Spreadsheets: A Practical Approach to Automating Capacity Mana...Just Say No to Spreadsheets: A Practical Approach to Automating Capacity Mana...
Just Say No to Spreadsheets: A Practical Approach to Automating Capacity Mana...
 
Maximizing Your Data’s Potential: DOTs & DPWs Edition
Maximizing Your Data’s Potential: DOTs & DPWs EditionMaximizing Your Data’s Potential: DOTs & DPWs Edition
Maximizing Your Data’s Potential: DOTs & DPWs Edition
 
Sales and inventory management system project report
Sales and inventory management system project reportSales and inventory management system project report
Sales and inventory management system project report
 

More from OECD Environment

GREEN Action Task Force - Full Presentations.pdf
GREEN Action Task Force - Full Presentations.pdfGREEN Action Task Force - Full Presentations.pdf
GREEN Action Task Force - Full Presentations.pdfOECD Environment
 
Case Study: Peptides-based Plant Protection Product (harpin proteins*) by Ros...
Case Study: Peptides-based Plant Protection Product (harpin proteins*) by Ros...Case Study: Peptides-based Plant Protection Product (harpin proteins*) by Ros...
Case Study: Peptides-based Plant Protection Product (harpin proteins*) by Ros...OECD Environment
 
CLE Contribution on the Assessment of Innovative Biochemicals in the EU Statu...
CLE Contribution on the Assessment of Innovative Biochemicals in the EU Statu...CLE Contribution on the Assessment of Innovative Biochemicals in the EU Statu...
CLE Contribution on the Assessment of Innovative Biochemicals in the EU Statu...OECD Environment
 
Additional Considerations for Pesticide Formulations Containing Microbial Pes...
Additional Considerations for Pesticide Formulations Containing Microbial Pes...Additional Considerations for Pesticide Formulations Containing Microbial Pes...
Additional Considerations for Pesticide Formulations Containing Microbial Pes...OECD Environment
 
Role of genome sequencing (WGS) in microbial biopesticides safety assessment ...
Role of genome sequencing (WGS) in microbial biopesticides safety assessment ...Role of genome sequencing (WGS) in microbial biopesticides safety assessment ...
Role of genome sequencing (WGS) in microbial biopesticides safety assessment ...OECD Environment
 
Considerations for Problem Formulation for Human Health Safety Assessments of...
Considerations for Problem Formulation for Human Health Safety Assessments of...Considerations for Problem Formulation for Human Health Safety Assessments of...
Considerations for Problem Formulation for Human Health Safety Assessments of...OECD Environment
 
How to Identify and Quantify Mixtures What is Essential to Know for Risk Asse...
How to Identify and Quantify Mixtures What is Essential to Know for Risk Asse...How to Identify and Quantify Mixtures What is Essential to Know for Risk Asse...
How to Identify and Quantify Mixtures What is Essential to Know for Risk Asse...OECD Environment
 
APVMA outcome-focussed approach to data requirements to support registration ...
APVMA outcome-focussed approach to data requirements to support registration ...APVMA outcome-focussed approach to data requirements to support registration ...
APVMA outcome-focussed approach to data requirements to support registration ...OECD Environment
 
The U.S. Perspective on Problem Formulation for Biopesticides: Shannon BORGES
The U.S. Perspective on Problem Formulation for Biopesticides: Shannon BORGESThe U.S. Perspective on Problem Formulation for Biopesticides: Shannon BORGES
The U.S. Perspective on Problem Formulation for Biopesticides: Shannon BORGESOECD Environment
 
Problem formulation for environmental risk assessment – Finnish case study: ...
Problem formulation for environmental risk assessment – Finnish case study:  ...Problem formulation for environmental risk assessment – Finnish case study:  ...
Problem formulation for environmental risk assessment – Finnish case study: ...OECD Environment
 
Problem formulation for environmental risk assessment in the context of EC Re...
Problem formulation for environmental risk assessment in the context of EC Re...Problem formulation for environmental risk assessment in the context of EC Re...
Problem formulation for environmental risk assessment in the context of EC Re...OECD Environment
 
Canadian Perspective on Problem Formulation for Biopesticides: Emma Babij
Canadian Perspective on Problem Formulation for Biopesticides: Emma BabijCanadian Perspective on Problem Formulation for Biopesticides: Emma Babij
Canadian Perspective on Problem Formulation for Biopesticides: Emma BabijOECD Environment
 
Problem Formulation as an Ecological Testing and Assessment Tool for Microbia...
Problem Formulation as an Ecological Testing and Assessment Tool for Microbia...Problem Formulation as an Ecological Testing and Assessment Tool for Microbia...
Problem Formulation as an Ecological Testing and Assessment Tool for Microbia...OECD Environment
 
History, principles and use for biopesticide risk assessment: Boet Glandorf a...
History, principles and use for biopesticide risk assessment: Boet Glandorf a...History, principles and use for biopesticide risk assessment: Boet Glandorf a...
History, principles and use for biopesticide risk assessment: Boet Glandorf a...OECD Environment
 
CCXG global forum, April 2025, Key takeaways
CCXG global forum, April 2025, Key takeawaysCCXG global forum, April 2025, Key takeaways
CCXG global forum, April 2025, Key takeawaysOECD Environment
 
CCXG global forum, April 2024, Mentimeter results
CCXG global forum, April 2024, Mentimeter resultsCCXG global forum, April 2024, Mentimeter results
CCXG global forum, April 2024, Mentimeter resultsOECD Environment
 
CCXG global forum, April 2024, Chiara Falduto
CCXG global forum, April 2024, Chiara FaldutoCCXG global forum, April 2024, Chiara Falduto
CCXG global forum, April 2024, Chiara FaldutoOECD Environment
 
CCXG global forum, April 2024, Siddharth Singh
CCXG global forum, April 2024, Siddharth SinghCCXG global forum, April 2024, Siddharth Singh
CCXG global forum, April 2024, Siddharth SinghOECD Environment
 
CCXG global forum, April 2024, Geraldine Ang
CCXG global forum, April 2024, Geraldine AngCCXG global forum, April 2024, Geraldine Ang
CCXG global forum, April 2024, Geraldine AngOECD Environment
 
CCXG global forum, April 2024, Raphaël Jachnik
CCXG global forum, April 2024, Raphaël JachnikCCXG global forum, April 2024, Raphaël Jachnik
CCXG global forum, April 2024, Raphaël JachnikOECD Environment
 

More from OECD Environment (20)

GREEN Action Task Force - Full Presentations.pdf
GREEN Action Task Force - Full Presentations.pdfGREEN Action Task Force - Full Presentations.pdf
GREEN Action Task Force - Full Presentations.pdf
 
Case Study: Peptides-based Plant Protection Product (harpin proteins*) by Ros...
Case Study: Peptides-based Plant Protection Product (harpin proteins*) by Ros...Case Study: Peptides-based Plant Protection Product (harpin proteins*) by Ros...
Case Study: Peptides-based Plant Protection Product (harpin proteins*) by Ros...
 
CLE Contribution on the Assessment of Innovative Biochemicals in the EU Statu...
CLE Contribution on the Assessment of Innovative Biochemicals in the EU Statu...CLE Contribution on the Assessment of Innovative Biochemicals in the EU Statu...
CLE Contribution on the Assessment of Innovative Biochemicals in the EU Statu...
 
Additional Considerations for Pesticide Formulations Containing Microbial Pes...
Additional Considerations for Pesticide Formulations Containing Microbial Pes...Additional Considerations for Pesticide Formulations Containing Microbial Pes...
Additional Considerations for Pesticide Formulations Containing Microbial Pes...
 
Role of genome sequencing (WGS) in microbial biopesticides safety assessment ...
Role of genome sequencing (WGS) in microbial biopesticides safety assessment ...Role of genome sequencing (WGS) in microbial biopesticides safety assessment ...
Role of genome sequencing (WGS) in microbial biopesticides safety assessment ...
 
Considerations for Problem Formulation for Human Health Safety Assessments of...
Considerations for Problem Formulation for Human Health Safety Assessments of...Considerations for Problem Formulation for Human Health Safety Assessments of...
Considerations for Problem Formulation for Human Health Safety Assessments of...
 
How to Identify and Quantify Mixtures What is Essential to Know for Risk Asse...
How to Identify and Quantify Mixtures What is Essential to Know for Risk Asse...How to Identify and Quantify Mixtures What is Essential to Know for Risk Asse...
How to Identify and Quantify Mixtures What is Essential to Know for Risk Asse...
 
APVMA outcome-focussed approach to data requirements to support registration ...
APVMA outcome-focussed approach to data requirements to support registration ...APVMA outcome-focussed approach to data requirements to support registration ...
APVMA outcome-focussed approach to data requirements to support registration ...
 
The U.S. Perspective on Problem Formulation for Biopesticides: Shannon BORGES
The U.S. Perspective on Problem Formulation for Biopesticides: Shannon BORGESThe U.S. Perspective on Problem Formulation for Biopesticides: Shannon BORGES
The U.S. Perspective on Problem Formulation for Biopesticides: Shannon BORGES
 
Problem formulation for environmental risk assessment – Finnish case study: ...
Problem formulation for environmental risk assessment – Finnish case study:  ...Problem formulation for environmental risk assessment – Finnish case study:  ...
Problem formulation for environmental risk assessment – Finnish case study: ...
 
Problem formulation for environmental risk assessment in the context of EC Re...
Problem formulation for environmental risk assessment in the context of EC Re...Problem formulation for environmental risk assessment in the context of EC Re...
Problem formulation for environmental risk assessment in the context of EC Re...
 
Canadian Perspective on Problem Formulation for Biopesticides: Emma Babij
Canadian Perspective on Problem Formulation for Biopesticides: Emma BabijCanadian Perspective on Problem Formulation for Biopesticides: Emma Babij
Canadian Perspective on Problem Formulation for Biopesticides: Emma Babij
 
Problem Formulation as an Ecological Testing and Assessment Tool for Microbia...
Problem Formulation as an Ecological Testing and Assessment Tool for Microbia...Problem Formulation as an Ecological Testing and Assessment Tool for Microbia...
Problem Formulation as an Ecological Testing and Assessment Tool for Microbia...
 
History, principles and use for biopesticide risk assessment: Boet Glandorf a...
History, principles and use for biopesticide risk assessment: Boet Glandorf a...History, principles and use for biopesticide risk assessment: Boet Glandorf a...
History, principles and use for biopesticide risk assessment: Boet Glandorf a...
 
CCXG global forum, April 2025, Key takeaways
CCXG global forum, April 2025, Key takeawaysCCXG global forum, April 2025, Key takeaways
CCXG global forum, April 2025, Key takeaways
 
CCXG global forum, April 2024, Mentimeter results
CCXG global forum, April 2024, Mentimeter resultsCCXG global forum, April 2024, Mentimeter results
CCXG global forum, April 2024, Mentimeter results
 
CCXG global forum, April 2024, Chiara Falduto
CCXG global forum, April 2024, Chiara FaldutoCCXG global forum, April 2024, Chiara Falduto
CCXG global forum, April 2024, Chiara Falduto
 
CCXG global forum, April 2024, Siddharth Singh
CCXG global forum, April 2024, Siddharth SinghCCXG global forum, April 2024, Siddharth Singh
CCXG global forum, April 2024, Siddharth Singh
 
CCXG global forum, April 2024, Geraldine Ang
CCXG global forum, April 2024, Geraldine AngCCXG global forum, April 2024, Geraldine Ang
CCXG global forum, April 2024, Geraldine Ang
 
CCXG global forum, April 2024, Raphaël Jachnik
CCXG global forum, April 2024, Raphaël JachnikCCXG global forum, April 2024, Raphaël Jachnik
CCXG global forum, April 2024, Raphaël Jachnik
 

Recently uploaded

Proposed Amendments to Chapter 15, Article X: Wetland Conservation Areas
Proposed Amendments to Chapter 15, Article X: Wetland Conservation AreasProposed Amendments to Chapter 15, Article X: Wetland Conservation Areas
Proposed Amendments to Chapter 15, Article X: Wetland Conservation Areas💥Victoria K. Colangelo
 
Call Girls Talegaon Dabhade Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Talegaon Dabhade Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Talegaon Dabhade Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Talegaon Dabhade Call Me 7737669865 Budget Friendly No Advance Boo...roncy bisnoi
 
VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...SUHANI PANDEY
 
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Moshi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Call On 6297143586 Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...
Call On 6297143586  Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...Call On 6297143586  Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...
Call On 6297143586 Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...tanu pandey
 
VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...
VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...
VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...SUHANI PANDEY
 
Booking open Available Pune Call Girls Yewalewadi 6297143586 Call Hot Indian...
Booking open Available Pune Call Girls Yewalewadi  6297143586 Call Hot Indian...Booking open Available Pune Call Girls Yewalewadi  6297143586 Call Hot Indian...
Booking open Available Pune Call Girls Yewalewadi 6297143586 Call Hot Indian...Call Girls in Nagpur High Profile
 
DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024itadmin50
 
Call Girls Jejuri Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Jejuri Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Jejuri Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Jejuri Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Standkumarajju5765
 
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...ranjana rawat
 
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...ranjana rawat
 
$ Love Spells 💎 (310) 882-6330 in Pennsylvania, PA | Psychic Reading Best Bla...
$ Love Spells 💎 (310) 882-6330 in Pennsylvania, PA | Psychic Reading Best Bla...$ Love Spells 💎 (310) 882-6330 in Pennsylvania, PA | Psychic Reading Best Bla...
$ Love Spells 💎 (310) 882-6330 in Pennsylvania, PA | Psychic Reading Best Bla...PsychicRuben LoveSpells
 
Booking open Available Pune Call Girls Budhwar Peth 6297143586 Call Hot Indi...
Booking open Available Pune Call Girls Budhwar Peth  6297143586 Call Hot Indi...Booking open Available Pune Call Girls Budhwar Peth  6297143586 Call Hot Indi...
Booking open Available Pune Call Girls Budhwar Peth 6297143586 Call Hot Indi...Call Girls in Nagpur High Profile
 
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Hot Call Girls 🫤 Malviya Nagar ➡️ 9711199171 ➡️ Delhi 🫦 Whatsapp Number
Hot Call Girls 🫤 Malviya Nagar ➡️ 9711199171 ➡️ Delhi 🫦 Whatsapp NumberHot Call Girls 🫤 Malviya Nagar ➡️ 9711199171 ➡️ Delhi 🫦 Whatsapp Number
Hot Call Girls 🫤 Malviya Nagar ➡️ 9711199171 ➡️ Delhi 🫦 Whatsapp Numberkumarajju5765
 
Get Premium Hoskote Call Girls (8005736733) 24x7 Rate 15999 with A/c Room Cas...
Get Premium Hoskote Call Girls (8005736733) 24x7 Rate 15999 with A/c Room Cas...Get Premium Hoskote Call Girls (8005736733) 24x7 Rate 15999 with A/c Room Cas...
Get Premium Hoskote Call Girls (8005736733) 24x7 Rate 15999 with A/c Room Cas...MOHANI PANDEY
 
Training Of Trainers FAI Eng. Basel Tilapia Welfare.pdf
Training Of Trainers FAI Eng. Basel Tilapia Welfare.pdfTraining Of Trainers FAI Eng. Basel Tilapia Welfare.pdf
Training Of Trainers FAI Eng. Basel Tilapia Welfare.pdfBasel Ahmed
 

Recently uploaded (20)

Proposed Amendments to Chapter 15, Article X: Wetland Conservation Areas
Proposed Amendments to Chapter 15, Article X: Wetland Conservation AreasProposed Amendments to Chapter 15, Article X: Wetland Conservation Areas
Proposed Amendments to Chapter 15, Article X: Wetland Conservation Areas
 
Call Girls Talegaon Dabhade Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Talegaon Dabhade Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Talegaon Dabhade Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Talegaon Dabhade Call Me 7737669865 Budget Friendly No Advance Boo...
 
VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...
 
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Moshi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance Booking
 
Call On 6297143586 Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...
Call On 6297143586  Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...Call On 6297143586  Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...
Call On 6297143586 Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...
 
VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...
VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...
VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...
 
Booking open Available Pune Call Girls Yewalewadi 6297143586 Call Hot Indian...
Booking open Available Pune Call Girls Yewalewadi  6297143586 Call Hot Indian...Booking open Available Pune Call Girls Yewalewadi  6297143586 Call Hot Indian...
Booking open Available Pune Call Girls Yewalewadi 6297143586 Call Hot Indian...
 
DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024
 
Call Girls Jejuri Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Jejuri Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Jejuri Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Jejuri Call Me 7737669865 Budget Friendly No Advance Booking
 
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
 
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
 
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Shirwal 8250192130 Will You Miss This Cha...
 
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(AISHA) Wagholi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 
$ Love Spells 💎 (310) 882-6330 in Pennsylvania, PA | Psychic Reading Best Bla...
$ Love Spells 💎 (310) 882-6330 in Pennsylvania, PA | Psychic Reading Best Bla...$ Love Spells 💎 (310) 882-6330 in Pennsylvania, PA | Psychic Reading Best Bla...
$ Love Spells 💎 (310) 882-6330 in Pennsylvania, PA | Psychic Reading Best Bla...
 
Booking open Available Pune Call Girls Budhwar Peth 6297143586 Call Hot Indi...
Booking open Available Pune Call Girls Budhwar Peth  6297143586 Call Hot Indi...Booking open Available Pune Call Girls Budhwar Peth  6297143586 Call Hot Indi...
Booking open Available Pune Call Girls Budhwar Peth 6297143586 Call Hot Indi...
 
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
 
Hot Call Girls 🫤 Malviya Nagar ➡️ 9711199171 ➡️ Delhi 🫦 Whatsapp Number
Hot Call Girls 🫤 Malviya Nagar ➡️ 9711199171 ➡️ Delhi 🫦 Whatsapp NumberHot Call Girls 🫤 Malviya Nagar ➡️ 9711199171 ➡️ Delhi 🫦 Whatsapp Number
Hot Call Girls 🫤 Malviya Nagar ➡️ 9711199171 ➡️ Delhi 🫦 Whatsapp Number
 
Get Premium Hoskote Call Girls (8005736733) 24x7 Rate 15999 with A/c Room Cas...
Get Premium Hoskote Call Girls (8005736733) 24x7 Rate 15999 with A/c Room Cas...Get Premium Hoskote Call Girls (8005736733) 24x7 Rate 15999 with A/c Room Cas...
Get Premium Hoskote Call Girls (8005736733) 24x7 Rate 15999 with A/c Room Cas...
 
Training Of Trainers FAI Eng. Basel Tilapia Welfare.pdf
Training Of Trainers FAI Eng. Basel Tilapia Welfare.pdfTraining Of Trainers FAI Eng. Basel Tilapia Welfare.pdf
Training Of Trainers FAI Eng. Basel Tilapia Welfare.pdf
 
young Whatsapp Call Girls in Delhi Cantt🔝 9953056974 🔝 escort service
young Whatsapp Call Girls in Delhi Cantt🔝 9953056974 🔝 escort serviceyoung Whatsapp Call Girls in Delhi Cantt🔝 9953056974 🔝 escort service
young Whatsapp Call Girls in Delhi Cantt🔝 9953056974 🔝 escort service
 

CCXG Special Event, November 2020, Michael Vartanyan

  • 1. What we need to do on the IT front for the CRTs to fly Michael Vartanyan (Spherical) - mv@spherical.pm OECD/IEA CCXG Special Event on Common Reporting Tables, 25 November 2020
  • 2. ● 20 do inventories from one GEF project to the next, practically from scratch ● 5 have experience of catastrophic loss of data ● 10 are migrating from Excel to IPCC software ● 4 are migrating from IPCC software to Excel ● 12 reported issues with Internet connectivity ● 4 experience regular power cuts on servers that keep inventory data ● 5 reports that a staff member left with the only copy of data on their laptop Of 44 developing countries…
  • 3. ● All countries can submit CRTs every other year ● Continuity ● Sustainable inventory process within country ● No loss of data, data security/sovereignty ● Correct calculations and aggregation, QA/QC Where we need to be in 2024
  • 4. ● System-to-system communication / open APIs ● Automation of in-country collaboration / data gathering ● Automated provision of international data ● Automated cross-country QA/QC ● Ability to work on “something other than an MS Windows PC” ● Integrated MRV / data feeds from sub-national and corporate providers ● Switch from “tables” to “data points”: eliminate discussions about format Where we want to be in 2024-2034...2044?
  • 5. ● UNFCCC has structured its input format - “almost open almost API” ● Archiving, collaboration, operational arrangements, security and continuity are now recognised as areas of improvement by many developing countries Good news
  • 6. Email: Phone / WhatsApp / Telegram: +4915114455189 Skype: Twitter: LinkedIn: Stay in touch
  • 7. ● Involve all people who have the necessary data ● Collect data from them ● Calculate controlled indicators based on the data collected ● Assure quality of resulting data and calculations ● Put data into a reporting format compliant to the applicable reporting regime ● Keep data safe and ready for re-use ● Make sure you know what to do (better!) next time. An inventory system in seven “easy” steps
  • 8. ● MRV Expertise/Capacity: the majority of custodians of data necessary for MRV do not need MRV expertise to participate meaningfully ● Language: ditto. ● Data integrity and access controls: access to everything the user needs but not more ● Connectivity: constant broadband Internet access is not yet a reality in all target groups ● Usability: unless you are paid to be expert, your participation should be easy, familiar or intuitive Challenges involving people
  • 9. Involving people done right - Intuitive workflow ● Take time to define your data collection process ● Reduce manual data entry ● Make write access to data conditional on workflow step ● Think what you will do when things don’t go as expected
  • 10. Involving people done right - Language & Jargons ● Make simplified entry forms for data providers ● Translate forms into national language
  • 11. Involving people done right - Connectivity&Usability ● Work on the user’s machine, whatever it is ● Look like Excel but don’t be Excel ● Be able to work offline ● Make data exchange between users invisible to the user
  • 12. ● Data is not available: physically? legally? economically? If there is activity - there is data, find the provider and make it possible for them to participate! ● Inappropriately aggregated data: involve lower level data providers ● Incomplete and low quality data: reduce manual entry, enforce automated checks ● Data is not coming timely: your workflow system should tell you who is getting late Challenges collecting data
  • 13. NO CHALLENGES. JUST DO IT RIGHT* * Easier said than done Challenges calculating
  • 14. ● What to check? ● Where is the problem? Lots of data, complex hierarchies mean that the problem may be hard to find ● What is the problem? For a more complex check, even once you’ve found erroneous value, it may not be apparent what the problem is ● Who you gonna call? Many people are involved in data collection, who dealt with this data point and knows how to fix the issue?  Challenges assuring quality
  • 15. Assuring quality done right - what to check ● Chapter 6 is your friend! ● Basic checks: completeness, data ranges, correct use of notation keys… ● Domain-specific checks: time series and methodological consistency, reasons for recalculation, … ● Compare your data to your neighbours’ or countries with similar circumstances ● A check not automated is a check not performed
  • 16. Assuring quality done right - where&what’s wrong ● Navigate the user to the error ● Explain the reason your system believes the value(s) are wrong
  • 17. Assuring quality done right - who you gonna call? ● Have an audit trail of all entries in your system ● Identify the source of each data point to the user.
  • 18. ● Complexity of reporting formats. 70+ CRF tables, where are my entries? ● Data manipulation. Uncertainty analysis and KCA in inventories require non-trivial computations. ● Lack of APIs The current UNFCCC process is not data-centric and does not avail itself to interoperability, leading to the need of manual operations. Challenges reporting
  • 19. Reporting done right - cracking complexity ● Link data entry and reporting intuitively ● Identify aggregates and indirectly affected values in reports
  • 20. ● Adequate backup and business continuity may be hard to organize and prohibitively expensive if not done right ● Outsourcing of data-keeping typically means trusting the provider with your data ● Security and access management become tricky for systems that are not used often. ● Knowledge retention needs to be top notch to withstand staff turnover. Challenges keeping data
  • 21. Keeping data done right - backup and access ● Do offline, off-site, encrypted backups ● End-to-end encrypted data exchange between users ● Keep your access system simple, show it graphically[, block unused credentials]
  • 22. Keeping data done right - knowledge retention ● Do self-documenting configuration ● Test disaster recovery! ● Make system recovery secrets easy to keep (recovery envelope)
  • 23. ● Analysis: after collecting 20 000 data points, how do you know what went right and what wrong? Use process reporting.  ● Monitoring: use automated monitoring of points in the workflow where you experienced difficulties last time ● Optimization: adjust your workflow based on experience and evolution of legal and institutional arrangements. Involve higher quality, more agile data providers. ● Incentives: reward your data providers Challenges improving the MRV system
  • 24. ● The majority of data management problems are not unique to one country, so the solutions are highly reusable ● With good IT tools, the organizational burden does not grow much when you involve more people so involve everyone who can be useful ● Better data management and IT tooling means higher quality submissions, with less effort Final points