Wikimedia Technology/Annual Plans/FY2019/TEC9: Address Knowledge Gaps/Goals

=Program Goals and Status for FY18/19=

TEC9: Address Knowledge Gaps
 * Goal Owner: Leila Zia
 * Program Goals for FY18/19: We help Wikimedia editors identify gaps in the content, readership, and contributors of Wikimedia projects, as well as means for reducing such gaps. We enable Wikimedia developers to build products and services that can surface and help reduce Wikimedia knowledge gaps. We research and develop end-to-end technologies and systems that automatically identify such gaps, prioritize them, and recommend actions or frameworks for reducing them.
 * Annual Plan: TEC9: Address Knowledge Gaps
 * Primary Goal is Knowledge Equity: grow new contributors and content
 * Tech Goal: Supporting our Community of contributors



 = Q1 Goals =

Outcome 1 / Output 0
One or more of the following: Interested editors will be able to use recommendation services that will allow them to have relevant information about the articles they want to edit immediately at their repository. Newcomers can more easily contribute to Wikimedia projects. Editathon organizers benefit from automatically generated templates and recommendations that can help them in onboarding new or less experienced editors. More readers will have access to content in their local languages. Developers will be able to surface more diverse set of recommendations for article expansion through their tools.
 * A unit test to measure the bias of recommendation algorithms

Goal(s)

 * A report of the state of the art on bias detection and algorithm audibility in the context of recommendation systems (based on the review of the literature and industry interviews)

Status
July 2018

August 21, 2018
 * This is still in a status, this effort will be toward developing a procedural framework and this will be the first step forward.

September 2018
 * Discussed...

Outcome 1 / Output 2
One or more of the following: Interested editors will be able to use recommendation services that will allow them to have relevant information about the articles they want to edit immediately at their repository. Newcomers can more easily contribute to Wikimedia projects. Editathon organizers benefit from automatically generated templates and recommendations that can help them in onboarding new or less experienced editors. More readers will have access to content in their local languages. Developers will be able to surface more diverse set of recommendations for article expansion through their tools.
 * Section recommendation algorithm in many languages.

Goal(s)

 * Build a section recommender system based on the section mapping algorithm

Status
July 2018

August 21, 2018

September 2018
 * Moved to next quarter as we needed to spend some more time to improve section mapping algorithm before starting section recommendations. Section mapping is going slowly primarily due to the fact that building a training set relies on experienced bilingual editors to help us label mappings.

Outcome 1 / Output 4
One or more of the following: Interested editors will be able to use recommendation services that will allow them to have relevant information about the articles they want to edit immediately at their repository. Newcomers can more easily contribute to Wikimedia projects. Editathon organizers benefit from automatically generated templates and recommendations that can help them in onboarding new or less experienced editors. More readers will have access to content in their local languages. Developers will be able to surface more diverse set of recommendations for article expansion through their tools.
 * Public test (vs. production) APIs corresponding to algorithms designed and tested in other outputs

Goal(s)

 * Build a test API for the section recommendation algorithm in Output 2

Status
July 2018

August 21, 2018
 * This is waiting for Output 2 to be finished first before it can be started in earnest.

September 2018
 * This step could only start if the previous goal would be completed. Given that that goal is pushed to Q2 this one should move to Q2 as well.

Outcome 2 / Output 1
Interested editors, developers, and partners can identify more types of gaps in content
 * An improved task recommendation gadget or API

Goal(s)

 * Improve article recommendation API to completion (of the second stage improvements)

Status
July 2018

August 21, 2018
 * The database blockers have been removed and this should be in progress.

September 2018
 * Discussed...

Outcome 2 / Output 2
Interested editors, developers, and partners can identify more types of gaps in content
 * A framework for understanding and measuring the knowledge gaps and inequality of access to knowledge that includes reader representation by demographics and characterizes readers who come to Wikipedia based on their readership characteristics as well as demographics.

Dependency: Formal collaborators

Goal(s)

 * Explore the interlanguage navigation patterns as a first approach to understand knowledge gaps in specific languages.
 * Characterize Wikipedia readers across languages based on survey responses, request, article, and session activity. ✅

Status
July 2018

August 21, 2018
 * The second portion of this goal is done and will be captured in outcome 4.

September 2018
 * ✅. The documentation for the first goal and the second goal.

Outcome 3 / Output 1
More minority voices and diverse newcomers in Wikimedia projects can stay longer on the projects to contribute.
 * An improved socio-technical framework to remove the barriers for contribution by populations that are currently considered minorities on our projects.

Dependencies: Formal collaborators & Legal

Goal(s)

 * Run an experiment to test the effectiveness of the first design of the framework
 * Provide an early analysis of the experiment and iterate if needed

Status
July 2018

August 21, 2018

September 2018
 * Discussed...

Outcome 3 / Output 2
More minority voices and diverse newcomers in Wikimedia projects can stay longer on the projects to contribute.
 * An algorithm to address Wikipedia's cold-start problem when it comes to learning user interests when they join the project.

Dependencies: Formal collaborators & Legal

Goal(s)

 * Run the experiment to test the quality of the algorithm to elicit user interests
 * Analyze the result of the experiment. Devise next steps.

Status
July 2018

August 21, 2018
 * & this is on track for a September deadline.

September 2018
 * Discussed...

Outcome 4 / Output 1
More decision makers can make more informed decisions about the audiences to target, the gaps to prioritize, and other research findings. More researchers can build on top of the knowledge generated through this research.
 * Citable knowledge about the state of gaps in Wikimedia projects, the needs of Wikimedia users by demographics, and beyond.

Goal(s)

 * Submit the research for characterizing Wikipedia readers across languages for publications (stretch)

Status
July 2018

August 21, 2018

September 2018
 * Discussed...

 =Q2 Goals =

Outcome X / Output X
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Dependencies on: ___________

Goal(s)

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Status
October 2018
 * Discussed...

November 2018
 * Discussed...

December 2018
 * Discussed...