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\chapter{Methods} \chapter{Methods}
\label{chap:methods} \label{chap:methods}
\begin{comment} This chapter describes the methodology applied throughout the thesis.
vgl \cite{GeiHal2017}
iterative mixed method \section{Open Science}
combination of:
* quantitative methods: mining big data sets/computational social science The whole work tries to adhere to the principles of open science. %TODO what are the principle of open science? refs are missing
"begin with one or All the computations I have done and other artefacts I have used or compiled are openly accessible in the project's repository~\cite{github}.
more large (but often thin) datasets generated by a software platform, which has recorded digital And have been openly accessible since the very beginning.
traces that users leave in interacting on that platform. Such researchers then seek to mine as much Everyone interested can follow the process and/or use the data or scripts in order to verify my computations (syn) or run their own and thus continue this research along one of the directions suggested in section~\ref{sec:further-studies} or in a completely new one.
signal and significance from these found datasets as they can at scale in order to answer a research
question"
* more traditional social science/qualitative methods, e.g. interviews, observations, experiments
\cite{Geiger2014}
"the idea that Wikipedia only takes place on wiki-
pedia.org – or even entirely on the Internet – is a huge misunderstanding (Konieczny, 2009;
Reagle, 2010). Wikipedia is not a virtual world, especially one located entirely on the wiki."
e.g. in order to get hold of abuse_filter_history I had to engage with
- wikipedia.org
- mediawiki.org
- irc channels
- phabricator
- gerrit
- toolserver/cloudservices
----
other spaces Wikipedia takes place
- mailinglists
- WomenEdit/offenes Editieren @Wikimedia
- Wikimania
- Wikimedia's office and daily work
\end{comment}
\section{Grounded Theory} \section{Grounded Theory}
I have employed some methods used by grounded theory %TODO check whether it's written with caps
scholars, most prominently/above all their coding processes.
There are different branches? in grounded theory that diverge slightly or more prominently.
I followed the guidelines and .. proposed/described by Charmaz in~\cite{Charmaz2006}.
\section{Trace Ethnography} \section{Trace Ethnography}
A second important theoretical framework constitutes the trace ethnography.
The concept was first introduced/used by Geiger and Ribes in their 2010 work ``The work of sustaining order in Wikipedia: the banning of a vandal''~\cite{GeiRib2010} and introduced in detail in a 2011 paper~\cite{GeiRib2011}.
The scholars define trace ethnography as a methodology which
``combines the richness of participant-observation
with the wealth of data in logs so as to reconstruct
patterns and practices of users in distributed
sociotechnical systems''
and is especially practical for research in distributes technical systems (doppelt gemoppelt with quote) where direct partipants observation is impractical, costly and tend to miss phenomena due to..
They use documents and document traces: ... %TODO which ones
in order to reconstruct quite exactly single strands of actions and comprehend how different agents on Wikipedia work together towards the blocking of a single malicious user.
They (syn!) refer to ``turn[ing] thin documentary traces into “thick descriptions” of actors and events".
What is more, these traces are used by Wikipedians themselves in order to do their work efficiently.
Geiger and Ribes underline the importance of insider knowledge when reconstructing actions and processes based on the traces,
the need for ``an ethnographic understanding of the activities, people, systems, and technologies which contribute to their production''.
They alert that via trace ethnography only that can be observed which is recorded by the system and records are always incomplete.
%TODO pitfalls of using data produced for other purposes?
The researchers also warn of possible privacy breaching through thickening traces:
although records they use to reconstruct paths of action are all open, the thick descriptions they compile can suddenly expose a lot of information about single users which never existed in this form before and who never gave their informed consent for their data being used this way.
\cite{GeiRib2011} \cite{GeiRib2011}
Introduce the methodology (and the concept) of trace ethnography. Introduce the methodology (and the concept) of trace ethnography.
...@@ -60,20 +67,6 @@ at a fine level of granularity" ...@@ -60,20 +67,6 @@ at a fine level of granularity"
"turn thin documentary traces into "turn thin documentary traces into
“thick descriptions” [10] of actors and events" “thick descriptions” [10] of actors and events"
"traces can only
be fully inverted through an ethnographic
understanding of the activities, people, systems, and
technologies which contribute to their production."
traditional ethnographic observation is costly and inpractical in distributed settings (and may miss phenomena that occur between sites)
Critique:
"it only can observe what the system
or platform records, which are always incomplete."
Concerns:
- ethical: breaching privacy via thickening the traces; no possibility for informed consent
\cite{GeiHal2017} \cite{GeiHal2017}
"when working with large-scale “found data” [36] of the traces "when working with large-scale “found data” [36] of the traces
users leave behind when interacting on a platform, how do we best operationalize culturally-specific users leave behind when interacting on a platform, how do we best operationalize culturally-specific
...@@ -107,5 +100,38 @@ question" ...@@ -107,5 +100,38 @@ question"
* more traditional social science/qualitative methods, e.g. interviews, observations, experiments * more traditional social science/qualitative methods, e.g. interviews, observations, experiments
\end{comment} \end{comment}
\begin{comment}
vgl \cite{GeiHal2017}
iterative mixed method
combination of:
* quantitative methods: mining big data sets/computational social science
"begin with one or
more large (but often thin) datasets generated by a software platform, which has recorded digital
traces that users leave in interacting on that platform. Such researchers then seek to mine as much
signal and significance from these found datasets as they can at scale in order to answer a research
question"
* more traditional social science/qualitative methods, e.g. interviews, observations, experiments
\cite{Geiger2014}
"the idea that Wikipedia only takes place on wiki-
pedia.org – or even entirely on the Internet – is a huge misunderstanding (Konieczny, 2009;
Reagle, 2010). Wikipedia is not a virtual world, especially one located entirely on the wiki."
e.g. in order to get hold of abuse_filter_history I had to engage with
- wikipedia.org
- mediawiki.org
- irc channels
- phabricator
- gerrit
- toolserver/cloudservices
----
other spaces Wikipedia takes place
- mailinglists
- WomenEdit/offenes Editieren @Wikimedia
- Wikimania
- Wikimedia's office and daily work
\end{comment}
\section{Cooking Data With Care} \section{Cooking Data With Care}
or Critical data science? Or both? or Critical data science? Or both?
\section{Validation}
...@@ -132,7 +132,7 @@ ...@@ -132,7 +132,7 @@
@misc{github, @misc{github,
key = "Github Repository", key = "Github Repository",
author = {}, author = {},
title = {}, title = {Github Repository of the thesis},
year = 2019, year = 2019,
note = {\url{https://github.com/lusy/wikifilters}} note = {\url{https://github.com/lusy/wikifilters}}
} }
......
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