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  <front>
    <title abbrev="IAB AID Workshop 2021">Report from the IAB Workshop on Analyzing IETF Data (AID), 2021</title>
    <seriesInfo name="Internet-Draft" value="draft-iab-aid-workshop-01"/>
    <author initials="N." surname="ten Oever" fullname="Niels ten Oever">
      <organization>University of Amsterdam</organization>
      <address>
        <email>mail@nielstenoever.net</email>
      </address>
    </author>
    <author initials="C." surname="Cath" fullname="Corinne Cath">
      <organization/>
      <address>
        <email>corinnecath@gmail.com</email>
      </address>
    </author>
    <author initials="M." surname="Kühlewind" fullname="Mirja Kühlewind">
      <organization>Ericsson</organization>
      <address>
        <email>mirja.kuehlewind@ericsson.com</email>
      </address>
    </author>
    <author initials="C. S." surname="Perkins" fullname="Colin Perkins">
      <organization>University of Glasgow</organization>
      <address>
        <email>csp@csperkins.org</email>
      </address>
    </author>
    <date year="2022" month="May" day="30"/>
    <keyword>Internet-Draft</keyword>
    <abstract>
      <t>The 'Show me the numbers: Workshop on Analyzing IETF Data (AID)' was convened by the Internet Architecture Board (IAB) from November 29 to December 2 and hosted by the IN-SIGHT.it project at the University of Amsterdam, however, converted to an online only event. The workshop was conducted based on two discussion parts and a hackathon activity in between. This report summarizes the workshop's discussion and identifies topics that warrant future work and consideration.</t>
      <t>Note that this document is a report on the proceedings of the workshop. The views and positions documented in this report are those of the workshop participants and do not necessarily reflect IAB views and positions.</t>
    </abstract>
    <note removeInRFC="true">
      <name>Discussion Venues</name>
      <t>Source for this draft and an issue tracker can be found at
    <eref target="https://github.com/intarchboard/workshop-aid"/>.</t>
    </note>
  </front>
  <middle>
    <section anchor="introduction">
      <name>Introduction</name>
      <t>The IETF, as an international Standards Developing Organization (SDO), hosts a diverse set of data including on the organization's history, development, and current standardization activities, including of Internet protocols and its institutions. A large portion of this data is publicly available, yet it is underutilized as a tool to inform the work in the IETF proper or the broader research community focused on topics like Internet governance and trends in ICT standard-setting.</t>
      <t>The aim of the IAB Workshop on Analyzing IETF Data (AID) 2021 was to study how IETF data is currently used, understand what insights can be drawn from that data, and to explore open questions around how that data may be further used in future.</t>
      <t>These questions can inform a research agenda drawing from IETF data, that fosters further collaborative work among interested parties, ranging from academia and civil society to industry and IETF leadership.</t>
    </section>
    <section anchor="workshop-scope-and-discussion">
      <name>Workshop Scope and Discussion</name>
      <t>The workshop was organized with two all-group discussion slots at the beginning and the end of the workshop. In between the workshop participants organized hacakthon activities, based on topics identifed during the initial discussion and submitted position papers. The follow topic areas have been identified and discussed.</t>
      <section anchor="tools-data-and-methods">
        <name>Tools, data, and methods</name>
        <t>The IETF holds a wide range of data sources. The main ones used are the <eref target="https://mailarchive.ietf.org/arch/">mailinglist archives</eref>, <eref target="https://www.ietf.org/standards/rfcs/">RFCs</eref>, and <eref target="https://datatracker.ietf.org/">the datatracker</eref>. The latter provides information on participants, authors, meeting proceedings, minutes <eref target="https://notes.ietf.org/iab-aid-datatracker-database-overview#">and more</eref>. Furthermore there are <eref target="https://www.ietf.org/policies/web-analytics/">statistics for the IETF websites</eref>, working group Github repositories, IETF <eref target="https://www.ietf.org/blog/ietf-community-survey-2021/">survey data</eref> and there was discussion about the utility of download statistics for the RFCs itself from different repos.</t>
        <t>There are a wide range of tools to analyze this data, produced by IETF participants or researchers interestested in the work of the IETF. Two projects that presented their work at the workshop were <eref target="https://bigbang-py.readthedocs.io/en/latest/">BigBang</eref> and Sodestream's <eref target="https://github.com/glasgow-ipl/ietfdata">IETFdata</eref> library; the RFC Prolog Database was described in a submitted paper (see Section <xref target="positionpapers"/> below). These projects could be used to add additional insights to the existing <eref target="https://www.arkko.com/tools/docstats.html">IETF statistics</eref> page and the <eref target="https://datatracker.ietf.org/stats/">datatracker statistics</eref>, e.g., related to gender questions, however, privacy issues andd implication of making such data publicly available were discussed as well.</t>
        <t>The datatracker itself is a community tool that welcomes contributions, e.g. for additions to the existing interfaces or the statistics page directly (see <eref target="https://notes.ietf.org/iab-aid-datatracker-database-overview">https://notes.ietf.org/iab-aid-datatracker-database-overview</eref>). Instructions how to set up a local development environment can be found, at the time of the workshop, at <eref target="https://notes.ietf.org/iab-aid-data-resources">https://notes.ietf.org/iab-aid-data-resources</eref>. Questions or any discussion can be issued to tools-discuss@ietf.org.</t>
      </section>
      <section anchor="observations-on-affiliation-and-industry-control">
        <name>Observations on affiliation and industry control</name>
        <t>A large portion of the submitted position papers indicated interest in researching questions about industry control in the standardization process (vs. individual contributions in personal capacity), where industry control covers both, technical contribution and the ability to successfully standardize these contribution as well as competition on leadership roles. To assess these question it has ben discussed to investigate participant's affiliations including "indirect" affiliation e.g. by funding and changes in affiliation as well as the nessecarity to model company characteristics or stakeholder groups.</t>
        <t>Discussions about the analysis of IETF data shows that affiliation dynamics are hard to capture, due to the specifics of how the data is entered but also because of larger social dynamics. On the side of IETF data capture, affiliation is an open text field, which causes people to write their affiliation down in different ways (capitilization, space, word seperation, etc). A common data format could contribute to analyses that compare SDO performance and behavior of actors inside and across standards bodies. To help this a draft data model has been developed during hackathon portion of the workshop which can found as Annex 1 - Data Taxonomy.</t>
        <t>Furthermore, there is the issue of mergers and acquisitions and subsidiary companies. There is no authorotative exogenous source of variation for affiliation changes, so hand-collected and curated data is used to analyze changes in affiliation over time. While this approach is imperfect, conclusions can be drawn from the data. For example, in the case of mergers or acquisition where a small organizations joins a large organization, this results in a statistically significant increase in liklihood of an individual being put in a working group chair position (see <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Baron.pdf">BaronKanevskaia</eref>).</t>
      </section>
      <section anchor="community-and-diversity">
        <name>Community and diversity</name>
        <t>High interest from the workshop participants was also on using existing data to better understand who the current IETF community is, especially in terms of diversity, and how to potentially increase diversity and thereby inclusivity, e.g. understanding if are there certain groups or lists that "drive people away" and why. Inclusivity and transparency about the standardization process are generally important to keep the Internet and its development process viable. As commented during the workshop discussion, when measuring and evaluating different angles of diversity it is also important to understand the actual goals that are intended when increasing diversity, e.g. in order to increase competence (mainly technical diversity from different companies and stakeholder groups) or relevance (also regional diversity and international footprint).</t>
        <t>The discussion on community and diversity spanned from methods that draw from novel text mining, time series clustering, graph mining and psycholinguistic approaches to understand the consensus mechanism to more speculative approaches about what it would take to build a feminist Internet. The discussion also covered the data needed to measure who is in the community and how diverse it is.</t>
        <t>The discussion highlighted that part of the challenge is defining what diversity means, how to measure it, or as one participant highlighted to define "who the average IETF is". The question was also raised what to do about missing data or non-participating or underrepresented communities, like women, individuals from the African continent and network operators. In terms of how IETF data is structured, various researchers mentioned that it is hard track conversations as mail threads, split, merge and change. The ICANN-at-large model came up as an example of how to involve relevant stakeholders in the IETF that are currently not present. Vice versa, it is also interesting for outside communities (especially policy makers) to get a sense of who the IETF community is and keep them updated.</t>
        <t>The human element of the community and diversity was stressed, in order to understand the IETF community's diversity it is important to talk to people (beyond text analysis) and in order to ensure inclusivity individual participants must make an effort to, as one participant recounted, tell them their participation is valuable.</t>
      </section>
      <section anchor="publications-process-and-decision-making">
        <name>Publications, process, and decision-making</name>
        <t>A number of submissions focussed on the RFC publication process, on the
development of standards and other RFCs in the IETF, and on how the IETF
makes decisions.
This included work on both technical decisions about the content of the
standards, but also procedural and process decisions, and questions around
how we can understand, model, and perhaps improve the standards process.
Some of the work considered what makes a successful RFC, how are RFCs
used and referenced, and what we can learn about importance of a topic
by studying the RFCs, drafts, and email discussion.</t>
        <t>There were three sets of questions to consider in this area. The first
related to success and failure of standards, and considered what makes
a successful/good RFC? What makes the process of RFC making successful?
And how are RFCs used and referenced once published?
Discussion considered how to better understand the path from an internet
draft to an RFC, to see if there are specific factors that lead to successful
development of a draft into an RFC. Participants explored the extent to
which this depends on the seniority and experience of the authors, on the
topic and IETF area, extent and scope of mailing list discussion, and other
factors, to understand whether success of a draft can be predicted, and
whether interventions can be developed to increase the likelihood of
success for work.</t>
        <t>The second question was around decision making. How does the IETF make
design decisions? What are the bottlenecks in effective decision making?
When is a decision made? And what is the decision? Difficulties here lie
in capturing decisions and the results of consensus calls early in the
process, and understanding the factors that lead to effective decision
making.</t>
        <t>Finally, there were questions around what can be learn about protocols by
studying IETF publications, processes, and decision making? For example,
are there insights to be gained around how security concerns are discussed
and considered in the development of standards? Is it possible to verify
correctness of protocols and/or detect ambiguities? What can be learnt
by extracting insights from implementations and activities on implementation
efforts?</t>
        <t>Answers to these questions come from analysis of IETF emails, RFCs and
Internet-Drafts, meeting minutes, recordings, Github data, and external
data such as surveys, etc.</t>
      </section>
      <section anchor="environmental-sustainability">
        <name>Environmental Sustainability</name>
        <t>The final discussion session considered environmental sustainability. It
discussed what is the IETF's role with respect to climate change both in
terms on what is the environmental impact of the way the IETF develops
standards, and in terms of what is the environmental impact of the
standards the IETF develops?</t>
        <t>Discussion started by considering how sustainable are IETF meetings,
focussing on how much CO2 emissions are IETF meetings responsible for
and how can we make the IETF more sustainable. Analysis looked at the
home locations of participants, meeting locations, and carbon footprint
of air travel and remote attendance, to estimate the carbon costs of an
IETF meeting. Initial results suggest that the costs of holding multiple
in-person IETF meetings per year are likely unsustainable in terms of carbon
emission, although the analysis is ongoing.</t>
        <t>Discussion also considered to what extent are climate impacts considered in
the development and standardization of Internet protocols? It reviewed the
text of RFCs and active working group drafts, looking for relevant keywords
to highlight the extent to which climate change, energy efficiency, and
related topics are considered in the design of Internet protocols, to show
the limited extent to which these topics have been considered. Ongoing work
is considering meeting minutes and mail archives, to get a fuller picture,
but initial results show only limited consideration of these important
issues.</t>
      </section>
    </section>
    <section anchor="hackathon-report">
      <name>Hackathon Report</name>
      <t>The middle two days of the workshop were organized as a hackathon. The aims of the hackathon were to 1) acquaint people with the different data sources and analysis methods, 2) seek to answer some of the questions that came up during presentations on the first day of the workshop, 3) foster collaboration among researchers to grow a community of IETF data researchers.</t>
      <t>At the end of Day 1, the plenary presentation day, people were invited to divide themselves in groups who selected their own respective facilitators. All groups had their own work space and could use their own communication methods and channels, or use IETF's gather.town. Furthermore, daily check-ins were organized during the two hackathon days. At the final day the hackathon groups presented their work in a plenary session.</t>
      <t>The objectives of the hackathon, according to the co-chairs, have been met, and the output significantly exceeded expectations. It allowed for more interaction then academic conferences and produced some actual research results by people who had not collaborated before the workshop.</t>
      <t>Future workshops that choose to integrate a hackathon could consider to ask participants to submit groups, issues, and questions beforehand (potentially as part of the positions paper or the sign-up process) to facilitate the formation of groups.</t>
    </section>
    <section anchor="positionpapers">
      <name>Position Papers</name>
      <section anchor="tools-data-and-methods-1">
        <name>Tools, data, and methods</name>
        <t>Sebastian Benthall <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Benthall.pdf">Using Complex Systems Analysis to Identify Organizational Interventions</eref></t>
        <t>Stephen McQuistin, Colin Perkins <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/McQuistin.pdf">The ietfdata Library</eref></t>
        <t>Marc Petit-Huguenin <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Petit-Huguenin.txt">The RFC Prolog Database</eref></t>
        <t>Jari Arkko <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Arkko.pdf">Observations about IETF process measurements</eref></t>
      </section>
      <section anchor="observations-on-affiliation-and-industry-control-1">
        <name>Observations on affiliation and industry control</name>
        <t>Justus Baron, Olia Kanevskaia <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Baron.pdf">Competition for Leadership Positions in Standards Development Organizations</eref></t>
        <t>Nick Doty <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Doty.pdf">Analyzing IETF Data: Changing affiliations</eref></t>
        <t>Don Le <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Le.pdf">Position Paper</eref></t>
        <t>Elizaveta Yachmeneva <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Yachmeneva.pdf">Research Proposal</eref></t>
      </section>
      <section anchor="community-and-diversity-1">
        <name>Community and diversity</name>
        <t>Priyanka Sinha, Michael Ackermann, Pabitra Mitra, Arvind Singh, Amit Kumar Agrawal <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Sinha.pdf">Characterizing the IETF through its consensus mechanisms</eref></t>
        <t>Mallory Knodel <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Knodel.pdf">Would feminists have built a better internet?</eref></t>
        <t>Wes Hardaker, Genevieve Bartlett <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Hardaker.pdf">Identifying temporal trends in IETF participation</eref></t>
        <t>Lars Eggert <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Eggert.pdf">Who is the Average IETF Participant?</eref></t>
        <t>Emanuele Tarantino, Justus Baron, Bernhard Ganglmair, Nicola Persico, Timothy Simcoe <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Tarantino.pdf">Representation is Not Sufficient for Selecting Gender Diversity</eref></t>
      </section>
      <section anchor="publications-process-and-decision-making-1">
        <name>Publications, process, and decision-making</name>
        <t>Michael Welzl, Carsten Griwodz, Safiqul Islam <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Welzl.pdf">Understanding Internet Protocol Design Decisions</eref></t>
        <t>Ignacio Castro et al <eref target="https://dl.acm.org/doi/abs/10.1145/3487552.3487821">Characterising the IETF through the lens of RFC deployment</eref></t>
        <t>Carsten Griwodz, Safiqul Islam, Michael Welzl <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Griwodz.pdf">The Impact of Continuity</eref></t>
        <t>Paul Hoffman <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Hoffman.pdf">RFCs Change</eref></t>
        <t>Xue Li, Sara Magliacane, Paul Groth <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Groth.pdf">The Challenges of Cross-Document Coreference Resolution in Email</eref></t>
        <t>Amelia Andersdotter <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Andersdotter.pdf">Project in time series analysis: e-mailing lists</eref></t>
        <t>Mark McFadden <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/McFadden.pdf">Position Paper</eref></t>
      </section>
      <section anchor="environmental-sustainability-1">
        <name>Environmental Sustainability</name>
        <t>Christoph Becker <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Becker.pdf">Towards Environmental Sustainability with the IETF</eref></t>
        <t>Daniel Migault <eref target="https://www.iab.org/wp-content/IAB-uploads/2021/11/Migault.pdf">CO2eq: Estimating Meetings' Air Flight CO2 Equivalent Emissions: An Illustrative Example with IETF meetings</eref></t>
      </section>
    </section>
    <section anchor="participants">
      <name>Workshop participants</name>
      <t>Bernhard Ganglmair,
Carsten Griwodz,
Christoph Becker,
Colin Perkins,
Corinne Cath,
Daniel Migault,
Don Le,
Effy Xue Li,
Elizaveta Yachmeneva,
Francois Ortolan,
Greg Wood,
Ignacio Castro,
Jari Arkko,
Justus Baron,
Karen O'Donoghue,
Lars Eggert,
Mallory Knodel,
Marc Petit-Huguenin,
Mark McFadden,
Michael Welzl,
Mirja Kuehlewind,
Nick Doty,
Niels ten Oever,
Priyanka Sinha,
Safiqul Islam,
Sebastian Benthall,
Stephen McQuistin,
Wes Hardaker, and
Zhenbin Li.</t>
    </section>
    <section anchor="program-committee">
      <name>Program Committee</name>
      <t>The workshop Program Committee members were Niels ten Oever (chair, University of Amsterdam), Colin Perkins (chair, IRTF, University of Glasgow), Corinne Cath (chair, Oxford Internet Institute), Mirja Kuehlewind (IAB, Ericsson), Zhenbin Li (IAB, Huawei), and Wes Hardaker (IAB, USC/ISI).</t>
    </section>
    <section anchor="acknowledgments">
      <name>Acknowledgments</name>
      <t>The Program Committee wishes to extend its thanks to Cindy Morgan for logistics support and to Kate Pundyk for notetaking.</t>
      <t>Efforts put in this workshop by Niels ten Oever was made possible through funding from the Dutch Research Council (NWO) through grant MVI.19.032 as part of the programme 'Maatschappelijk Verantwoord Innoveren (MVI)'.</t>
      <t>We would like to thank the Ford Foundation for their support that made participation of Corinne Cath, Kate Pundyk, and Mallory Knodel possible (grant number, 136179, 2020).</t>
      <t>Efforts in the organization of this workshop by Niels ten Oever were supported in part by the UK Engineering and Physical Sciences Research Council under grant EP/S036075/1.</t>
    </section>
    <section anchor="annexes">
      <name>Annexes</name>
      <section anchor="annex-1-data-taxonomy">
        <name>Annex 1 - Data Taxonomy</name>
        <artwork><![CDATA[
A Draft Data Taxonomy for SDO Data:

Organization:
  Organization Subsidiary
  Time
  Email domain
  Website domain
  Size
          Revenue, annual
          Number of employees
  Org - Affiliation Category (Labels) ; 1 : N
    Association
    Advertising Company
    Chipmaker
    Content Distribution Network
    Content Providers
    Consulting
    Cloud Provider
    Cybersecurity
    Financial Institution
    Hardware vendor
    Internet Registry
    Infrastructure Company
    Networking Equipment Vendor
    Network Service Provider
    Regional Standards Body
    Regulatory Body
    Research and Development Institution
    Software Provider
    Testing and Certification
    Telecommunications Provider
    Satellite Operator

Org - Stakeholder Group : 1 - 1
    Academia
    Civil Society
    Private Sector -- including industry consortia and associations; state-owned and government-funded businesses
    Government
    Technical Community (IETF, ICANN, ETSI, 3GPP, oneM2M, etc)
    Intergovernmental organization

SDO:
  Membership Types (SDO)
  Members (Organizations for some, individuals for others…)
  Membership organization
    Regional SDO
      ARIB
      ATIS
      CCSA
      ETSI
      TSDSI
      TTA
      TTC
    Consortia

Country of Origin:
  Country Code

Number of Participants

Patents
  Organization
  Authors - 1 : N - Persons/Participants
  Time
  Region
  Patent Pool
  Standard Essential Patent
    If so, for which standard

Participant (An individual person)
  Name
  1: N - Emails
    Time start / time end

  1 : N : Affiliation
    Organization
    Position
          Time start / end

  1 : N : Affiliation - SDO
    Position
    SDO
    Time

  Email Domain (personal domain)

  (Contribution data is in other tables)

Document
  Status of Document
          Internet Draft
          Work Item
    Standard
  Author -
    Name
          Affiliation - Organization
    Person/Participant
        (Affiliation from Authors only?)

Data Source - Provenance for any data imported from an external data set

Meeting
  Time
  Place
  Agenda
  Registrations
    Name
    Email
    Affiliation
]]></artwork>
      </section>
    </section>
  </middle>
  <back>






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