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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>“I'm not sure how feasible capture is”: archivability as a dimension of website quality</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Brenda Reyes Ayala</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>(Associate Professor)</string-name>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>University of Alberta, Faculty of Education</institution>
          ,
          <addr-line>11210 87 Ave, Edmonton AB T6G 2G5</addr-line>
          ,
          <country country="CA">Canada</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>This paper presents the results of a study of the quality of archived websites using support tickets from the Internet Archive's Archive-It (AIT) service, currently the most widely used web archiving service. The study uses grounded theory to create a definition of quality for archived websites that is composed of three dimensions: correspondence, relevance, and archivability. The focus of this paper is on website archivability, which I redefine as the intrinsic properties of a website that make it easier or more dificult to archive. I argue that archivability is a latent construct of information quality expressed by the manifest variables of correspondence and relevance, a ifnding not previously seen in the literature. The definition is independent of the technology currently in use to create web archives, making it suitable to a wide variety of platforms, preservation contexts, and situations. Furthermore, the paper describes how low levels of website archivability influences the quality of web archives as historical records.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;web archiving</kwd>
        <kwd>web archives</kwd>
        <kwd>archivability</kwd>
        <kwd>digital preservation</kwd>
        <kwd>website quality</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        Since the 1990s, many cultural heritage institutions, such as museums, archives, and libraries, have
undertaken the task of creating a historical record of the web through the practice of web archiving.
Web archivists who preserve websites are concerned both with quantity and with quality. Their goal is
to create archived websites that are as close as possible in appearance and functionality to the original,
live website. Failing to adequately capture a website might mean a flawed or incomplete historical
record of it. The importance of creating high-quality web archives was echoed by the results of the 2016
survey on web archiving in the United States, conducted by the National Digital Stewardship Alliance
(NDSA). When asked what were their top concerns when developing a web archiving program at their
respective institutions, 52% of participants cited quality as a top issue. Quality was the third most-cited
concern for respondents, after cost and access and use (60% each) [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
      </p>
      <p>
        The most popular web archiving service is the Internet Archive’s Archive-It (AIT), which helps
organizations build and manage their own web archives. It currently has over 800 clients partners
consisting of universities, archives, museums, and libraries in over 24 countries [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. In 2022, the National
Digital Stewardship Alliance (NDSA) conducted another survey of web archiving practices worldwide
[
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. The authors found that, of the over 190 institutions that had web archiving programs in place, 71%
capture content with Archive-It. Archive-It is popular with many institutions throughout the world,
who have entrusted it with the creation and management of their web archives.
      </p>
      <p>
        Despite the popularity of the Archive-It and the Internet Archive, web archiving is a field with few
conceptual tools or theoretical definitions. In a previous work [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] I presented a grounded theory of
Information Quality (IQ) for web archives, derived from an analysis of tickets submitted to the Internet
Archive’s AIT service by web archivists. Its goal was to create a theory of IQ that is both human-centered
and independent of the technology currently in use to create web archives. This theory consists of three
dimensions (or core categories) that determine the quality of a web archive: correspondence, relevance,
and archivability, along with their subdimensions:
• Visual correspondence: similarity in appearance between the original website and the
archived website
• Interactional correspondence: the degree to which a user’s interaction with the archived
website is similar to that of the original
• Completeness: the degree to which the archived website contains all of the components of
the original
2. Relevance: pertinence of the contents of an archived website to the original website
• Topic relevance: degree to which an archived website (or a web archive) includes only
content that is closely related to that of the original website or the topic of the larger web
archive
• Size relevance: the similarity in size of the archived website to the original website
3. Archivability: degree to which the intrinsic properties of a website make it easier or more dificult
to archive
      </p>
      <p>A web archive can be said to have high-quality if it has high correspondence, high relevance, and high
archivability. Due to the heavy presence of the dimension of correspondence in the data set, I asserted
that it is the most important facet of quality in web archive. This work builds on the theory of IQ for
web archives advanced earlier, but turns its attention to archivability, another important dimension.
The purpose of this paper is to elaborate on and deepen the original definition of archivability, place it
in a human-centred context, and predict how it will afect the future of web archiving. This goal leads
to the following research questions:</p>
      <sec id="sec-1-1">
        <title>1. How do people perceive the notion of archivability in web archives? 2. How does website archivability afect web archives and thus the future historical record?</title>
      </sec>
    </sec>
    <sec id="sec-2">
      <title>2. Previous Work: “Damaged” web archives and archivability</title>
      <p>
        When deploying crawlers to capture a website, some crawl engineers pay special attention to embedded
resources. Embedded resources are files, such as images, videos, or CSS stylesheets, that are present
and referenced in a website. A user might not notice their presence, but embedded resources play a
key role in ensuring the website looks and operates in the correct way. To this end, crawl engineers
might calculate a percentage of missing embedded resources  in an archived website and use it to
estimate the overall quality of the site. Brunelle, Kelly, SalahEldeen, Weigle, and Nelson [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ] showed
that  is not always consistent with human judgments of the quality of an archived website and
was thus not a suitable metric for measuring the damage to an archived website caused by missing
embedded resources. Instead, the authors proposed a new metric to assess this damage that is based on
three factors: the MIME type, size, and location of the embedded resource [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ].
      </p>
      <p>
        In their iPres paper “CLEAR: A Credible Method to Evaluate Website Archivability”, [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ] introduced
the concept of website archivability. Archivability was defined as the "sum of the attributes that make
a website amenable to being archived" [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. The more easily it was to archive a website, the greater
its archivability. The authors introduced a set of facets designed to determine the archivability of a
website, termed the Credible Live Evaluation of Archive Readiness, or CLEAR, method. These facets
were: standards compliance, performance, cohesion. and metadata usage. Later the authors expanded
on their original work by introducing the CLEAR+ method, the incremental evolution of their original
CLEAR+ method. According to CLEAR+, The archivability of a website is dependent on the following
facets [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]:
• Accessibility (): the ease with which a web crawler can visit a site, traverse its entirety and
retrieve it via standard HTTP protocol requests. The website should provide resources so that a
web crawler can discover and retrieve its diferent components (such as individual pages, images,
and scripts). This facet also includes performance, or the speed at which a crawler can access the
site.
• Standards Compliance (): the website and its individual components conform to common
accepted technical standards. For example, its HTML pages, conform to the W3C standards for
HTML. It is also important that the website provided content in open file formats, instead of
closed, proprietary formats such as QuickTime and Flash.
• Cohesion ( ): the website does not have components that are dispersed across diferent locations
on the web. For example, images, JavaScript files, and widgets.
• Metadata Usage ( ): the website contains descriptive metadata such as HTTP headers and
HTML META headers. It is important to note that the authors do not commit to a specific
metadata model, but recommend using widely-accepted metadata models such as the Dublin
Core standards.
      </p>
      <p>Each of these facets has several components, or criteria, each with its own significance. Criteria
with high significance are more important to the archivability of a website, and if they are not met,
can cause problematic web archiving results or even prevent the website from being archived at all.
Medium-significance criteria are not critical but are still important, while low-significance criteria are
considered minor issues.</p>
      <p>
        [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ] stated that a website’s archivability (WA) can be computed by using the sum total of its score for
each facet. The value of each facet is the weighted average of its coordinates. The website has a score for
each facet, represented as a tuple (1, ..., , ...,  ). The value of  is either 0 or 1, which represents
a negative or positive answer to a specific criterion. The components of a single facet are not weighted
evenly, but are assigned a weight () depending on their significance. These weighted scores are then
divided to average them. Once the value for each facet has been calculated, the total archivability score
for the website can also be calculated using the following equation:   = ∑︀   . ,
 ∈{,,,}
,  , and  represent the value of each facet with respect to accessibility, standards compliance,
cohesion, and metadata usage.
      </p>
      <p>
        [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ] also created ArchiveReady, an evaluation system that implements the CLEAR+ model as a web
application. ArchiveReady will calculate the websites’s archivability and present it to the user in terms
of a percentage.
      </p>
      <p>
        Other researchers have also focused on the notion of archivability and attempted to operationalize it.
In their paper “The impact of JavaScript on archivability”, [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] defined archivability as the ease with
which a website can be archived, which is similar to the concept put forward by [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. The authors held
that the current, live version of a website to be the ideal version. Thus, a perfectly archived website is
one that replicates the original, live version in its entirety: “The web page in its live, native environment
is the best version possible, and if an archival tool replicates the live web, it has perfectly captured and
archived that resource” [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ].
      </p>
      <p>
        However, obtaining a perfect copy of the original is an onerous process, made more dificult by the
widespread use of the JavaScript programming language. The use of JavaScript, in the form of small
pieces of code called scripts, has made websites more personalized and interactive. Unfortunately, it
has also made websites more dificult to archive. As the authors state, today’s archival tools, such as
the Heritrix web crawler employed by the Internet Archive, are unable to fully capture and render this
complexity [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ].
      </p>
      <p>
        A website that contains JavaScript, such as Google Maps, functions diferently from a traditional,
HTML-only website. Typically, a web browser requests a website from a server, then proceeds to load
the basic elements, such as HTML code and images. After the initial page is loaded, the JavaScript code
is executed, This code will then request additional components to be loaded onto the page, such as
the panning and zooming functions of an interactive map or geographic location features. [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] define
these type of websites as deferred representations because they are not “fully realized and constructed
until after the client’s-side representation is rendered”. When attempting to archive such a website,
a crawler will usually capture the initial components that are loaded first, but will not capture the
other components that are loaded after the JavaScript code is executed. This is because crawlers cannot
execute JavaScript code.
      </p>
      <p>
        To study the impact of JavaScript on archivability, the researchers compiled two sets of archived
URLs: some taken from the social media platform Twitter and others from the Internet Archive’s
Archive-It service [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. The authors studied the quality of the archived URLs and their use of the
JavaScript language, and presented several metrics to measure their archivability. Each URL had a
specific number of client-side components (files which execute on the end user’s computer, such as
JavaScript) and server-side components (files which execute on the server). The authors called these
components parameters and defined them in Equation 1. The complexity of a single URL was measured
as the arithmetic mean of its depth (number of levels down from the top-level domain) and the number
of client-side and server-side parameters, as shown in Equation 2.
      </p>
      <p>= (| − |, | − |)
  = |ℎ| +</p>
      <p>2
 = ∑︁   ∈   
(1)
(2)
(3)
(4)
  −   =</p>
      <p>−</p>
      <p>
        Unlike [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ], [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] thought of archivability not as a discrete measurement, but as a dynamic one that
changed over time. They found that over half (54.5%) of the URLs in their collection used JavaScript
to load embedded resources, an increase of 14.7% between 2005 and 2012. Similarly, JavaScript was
responsible for 52.7% of all missing embedded resources during the same time period, an increase
of 32.5% [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. Based on these findings, they concluded that the archivability of websites was being
negatively afected by the increasing use of JavaScript, and that in the future, the completeness of
archived websites would also decrease as a result.
      </p>
      <p>
        It is worthwhile to note that the research published by [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] focuses on specific, single URLs, not on an
entire website, which can consist of dozens or even thousands of URLs. However, it would be reasonable
to assume that, if a single web page becomes less archivable the more JavaScript it contains, the same
would apply to a complete website and even an entire web archive. The more JavaScript a website
contains, the less archivable it is, and the more JavaScript a collection of websites contains, the less
archivable they are as a group.
      </p>
      <p>
        In 2016, [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] examined how popular open-source tools such as the Heritrix crawler and the Wayback
Machine can be used to archive a corporate intranet. They found that the crawler was able to successfully
crawl many pages; however, it would sometimes accidentally crawl sensitive information, and could
not crawl pages which required private user credentials. Another important issue was the inability to
correctly archive any resources that were constructed with JavaScript, such as YouTube, Facebook, and
widget dashboards. To improve the archivability of these resources, [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] recommended using a headless
browsing client such as PhantomJS, resulting in slower but more complete crawls of websites.
      </p>
      <p>
        [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ] introduced Retrospective Web Archiving (RWA), an approach for filling-in gaps of events which
were not archived in real time when they originally took place. They tested their approach by building a
retrospective web archive about the 2014 war in Gaza. The authors framed these diferences as a matter
of “platform archivability’, where some platforms contain links that a) sufered from link rot (meaning
they no longer functioned on the live web) and others from b) low archival coverage, meaning they had
never been archived in the first place. They found that social media websites are particularly vulnerable
to link rot. Shortened URIs on Twitter were the most likely to sufer from both link rot and low archival
coverage, while URIs extracted from Google and Facebook were less vulnerable to these conditions.
      </p>
      <p>
        In [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ], I examined how clients of Archive-It form mental models of websites and web archives that
are often at odds with the realities of both web archiving and the web itself. these misconceptions are
often not addressed until "something goes wrong", that is, a problem has occurred and they need to
contact an AIT employee for help and support. Additionally, these misconceptions can create false
expectations about what current web archiving technologies are capable of. If they are not addressed,
web archivists run the risk of assuming that everything can be preserved, when this is not the reality.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Methodology</title>
      <p>
        This paper focuses on the specific dimension of relevance in web archives, and was part of a larger
project to build a comprehensive theory of IQ in web archives. The methodology described in this
section is the same as the one employed in my previous work “Correspondence as the Primary Measure
of Quality for Web Archives: A Grounded Theory Study” [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. Though I describe it here, additional
details can be found in that work.
      </p>
      <p>
        Barney Glaser and Anselm Strauss created the methodology of Grounded Theory (GT), which they
defined as “the discovery of theory from data - systematically obtained and analysed in social research’
[
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]. For the authors, theory was not a perfected product that explains all facets of a phenomenon, but
a process, an ever-developing entity. GT is an inductive methodology; working closely from the data,
the researcher begins the work of generating a theory.
      </p>
      <sec id="sec-3-1">
        <title>3.1. Data Gathering and Processing</title>
        <p>
          The Internet Archive’s Archive-It (AIT) is a subscription-based web archiving service that helps
organisations build and manage their own web archives. Archive-It is currently the most popular web
archiving service, with over 600 clients (called “partners’) consisting of universities, state libraries and
archives, museums, and national libraries in several countries [
          <xref ref-type="bibr" rid="ref14">14</xref>
          ]. The accounts of Archive-It clients
are managed by a team of partner specialists. When a client encounters a problem with Archive-It, she
ifrst opens a support ticket using Zendesk, a popular customer-service platform. The ticket is received
by a partner specialist, who is then responsible for addressing the issue.
        </p>
        <p>AIT support tickets are a rich source of information regarding quality problems in web archives.
They contain the opinions and views of individuals who are experienced creators of web archives,
well-versed in web archiving processes, and familiar with institutional web preservation goals, whether
they be clients or the partner specialists themselves. They contain rich descriptions of how quality
problems are detected, analysed, and addressed, and are thus an ideal dataset for studying quality in all
its dimensions.</p>
        <p>
          The first step was to obtain Archive-It support tickets in order to analyse them. Since these tickets
belonged to the Internet Archive, I negotiated a researcher agreement with the organisation to obtain
support tickets from the years 2012 through 2016. The tickets received comprised a wide variety of
institutions reflecting AIT’s client base, from national libraries, to private organisations, to universities
and museums from Europe, North America, and Asia. After the tickets were cleaned, I randomly selected
the same amount of tickets for each year from 2013 through 2016. This randomisation approach was
taken to minimise the selection bias that might have occurred if I had manually chosen which tickets to
analyse. The final dataset of 645 tickets was then imported into the NVivo software package, a popular
program for performing qualitative data analysis [
          <xref ref-type="bibr" rid="ref15">15</xref>
          ].
        </p>
        <p>Among other conditions, the research agreement stipulates that the researcher anonymise any
personal or institutional information present in the tickets, as well as any other potentially identifying
information. In order to comply with the terms of this agreement, all the information presented in this
paper has been anonymised: identifying elements such as personal names, names of institutions, and
website addresses have been removed or changed.</p>
      </sec>
      <sec id="sec-3-2">
        <title>3.2. Data Analysis</title>
        <p>The tickets collected were Level 1 support tickets that had been submitted by AIT client. They included
the initial question submitted by the client, the response given by the AIT partner specialist, and any
subsequent communication between the two. It is important to note that not all the AIT tickets deal
with issues of quality in a web archive. Quite a few deal with collection management issues, such
as how to manage user accounts for a collection of web archives, storage limitations, and questions
about the privacy or public access to archived content. This research focuses on tickets in which the
client discusses a perceived flaw in an individual archived website or an entire web archive. From prior
experiences, I had seen that these types of tickets are the most likely to deal with issues of quality.</p>
        <p>Support tickets not pertaining to quality issues were classified as such and separated from the main
data of interest. Each ticket analysed consisted of the original ticket submitted by the client, the response
sent by the AIT partner specialist, and any subsequent interactions between them. Tickets could be
quite brief, consisting of three interactions (the original client ticket, the partner specialist’s response,
and the client’s response), or they could have many interactions over time, spanning weeks or even
months. A total of 305 tickets and 2544 interactions were analyzed.</p>
        <p>These support tickets were analysed using the GT techniques of open coding and theoretical memos
to identify the main concepts and categories present in the data. According to the precepts of GT,
after several rounds of coding, the researcher will reach saturation, a state when nothing new is being
extracted from the data. Per the guidelines of Grounded Theory, only the core categories (that is, the
ones that explain most of the variation in quality) are part of the final theory. In order to increase
the quality and rigour of the study, I engaged in purposeful peer review. University professors were
periodically invited to audit the entire research project, including the codebook, preliminary findings,
and core categories. In addition to peers, employees of the Internet Archive were also invited to see the
ifndings and comment on them.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Findings</title>
      <p>
        As previously discussed, the notion of archivability has already received some attention from academic
researchers. It was defined by [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] as the ease with which a website can be archived. I redefine
archivability as the intrinsic properties of a website that make it easier or more dificult to archive.
Archivability is highly dependent on the technology being employed to do web archiving. As technology
evolves over time, web components that were previously thought to be unarchivable might become
archivable, and viceversa. Archivability proved to be a prominent dimension, as it appears 101 times in
78 tickets. The data showed several factors that greatly afect the archivability of a website. According
to the data presented here, archivality problems occur because a website:
      </p>
      <sec id="sec-4-1">
        <title>1. has changed the way the content is delivered to the user. 2. is media-heavy or contains much dynamic content. 3. renders content in a unique, “non-standard’ way.</title>
        <p>Table 1 presents examples of the first situation. The marker C: refers to the original query presented
by the AIT client, while the marker AIT: refers to the answer given by the web archivist. Many
websites routinely change the way the content is delivered to the user, thus a website can go from
being easily archivable to practically unarchivable fairly quickly. As one AIT employee said: “The web,
and specifically social networking sites can be a moving target.’ When websites change their internal
functionality, it can result in the archived website looking diferent from the original (tickets 08 and
129) and missing content (tickets 08 and tickets 258).</p>
        <p>
          Cases where archivability was negatively impacted by the heavy presence of dynamic content are
shown in Table 2. Generally, sites that utilize technologies such as JavaScript, Flash, and streaming
audio and video are dificult to capture and render like the original. This finding is consistent with the
work of [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ] and [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ]. A special case of this situation is seen with websites that are database and form or
        </p>
        <p>C: Our Facebook page didn’t get archived. When I viewed what was crawled, all the
came up was basically a blank Facebook page.</p>
        <p>AIT: Both Facebook and Twitter have made some changes recently to the way they
set up their sites, which requires a little bit of work on our end to catch up.</p>
        <p>1. For Facebook, your site was archived, there is just an issue that is keeping the
archived page from displaying normally. Our engineers are working on this
and it should be fixed this week. I will let you know as soon as I have further
information.
2. For Twitter, they recently removed the “more” button from twitter feeds and
instead users access older tweets by scrolling down the page. The way this
feature is set up makes it dificult for our crawlers to access the older content
that is not displayed automatically.</p>
        <p>C: I am getting an error on the following Facebook crawl.</p>
        <p>AIT: Facebook made a change to the settings for their stylesheets
C: in the "Township of " collection I am trying to capture this facebook site:
http://www.facebook.com/pages/township
AIT: We are still generally able to capture the initial content on a Facebook timeline;
however the most recent change from Facebook has made it one again dificult to
capture dynamically loading content as a user scrolls down through the page
search-driven, such as library catalogs, web forms, or search engines. As the AIT employee explains,
these are elements that depend on a myriad of complex, dynamic interactions that cannot be replicated
in an archived website.</p>
        <p>Sometimes websites will have unique or unusual ways of rendering content, which can negatively
afect archivability, as seen in Table 3. For example, some content management systems can create
endlessly repeating directory structures (such as http://somesite.com/news, http://somesite.com/news/
news, and http://somesite.com/news/news/news). The presence of these will cause the crawler to go
into infinite loops (crawler traps) in an attempt to capture all levels of the website. This can lead to
poor-quality archived websites, stalled or incomplete crawls, and large amounts of unnecessary data.</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Discussion</title>
      <sec id="sec-5-1">
        <title>5.1. How do people conceptualise the notion of archivability?</title>
        <p>Archivability is not a dimension of quality that is directly perceived by most AIT clients. AIT employees,
who have a deep knowledge of and experience with the technical process of archiving websites, were
much more likely to perceive a quality problem as an archivability problem. Instead, AIT clients framed
archivability issues as correspondence or relevance problems that negatively afected the quality of an
archived website or of an entire web archive. For example, in Table 1, ticket 8 describes a situation where
the AIT client is writing because she sees a blank Facebook page, while it is the AIT employee that is
able to determine that the blank page is being caused by Facebook changing how it delivers its content.
That is, an archivability problem is being framed in terms of a problem with visual correspondence,
since the archived website does not look like the original. Similarly, in Table 2, in ticket 100, the AIT
client frames the problem as one of interactional correspondence, that is, the archived site does not "flip
through the slides" in a slideshow, and so does not behave as the original website does. Table 4 lists the
support tickets analysed, as well as the IQ dimension in which they are framed.</p>
        <p>Website archivability can thus be seen as a latent dimension, because it is hidden from most people,
and framed in terms of other quality problems. The archivability of a website can only be perceived
after its archived counterpart exhibits a quality problem.</p>
        <p>
          In Social Sciences research, the term manifest variables is used to describe variables that we can
directly observe [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ]. Manifest variables stand in contrast to hypothetical constructs, also known as
latent constructs, which cannot be directly observed [
          <xref ref-type="bibr" rid="ref17">17</xref>
          ]. In order to detect the presence of a latent
construct or measure its impact, manifest variables are used as operational definitions. “We therefore
assume that the presence and strength of the manifest variable reflects, albeit imperfectly, the presence
and strength of the hypothetical construct” [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ].
        </p>
        <p>
          I advance that website archivability is one such latent construct, because it cannot be directly
measured until the website is actually archived. Any proposed archivability measurement that is taken
before the website is actually archived, such as those presented by [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ], is a probability measure and is at
best an estimate of the likelihood that a website will be preserved. The actual archivability of a website
can only be seen after archival.
        </p>
      </sec>
      <sec id="sec-5-2">
        <title>5.2. How does website archivability afect web archives and thus the future historical record?</title>
        <p>As can be seen in the findings, a website with low archivability can negatively impact the quality of
its archived version by causing correspondence or relevance problems. An archived website with low
correspondence will look diferent from the original, behave in a diferent, degraded manner, and have
missing elements. An archived website with low relevance will have content that is unrelated to that of
the original website, or will be much larger in size than the original. Low archivability in a website leads
to low-quality web archives, and low-quality web archives lead to low-quality historical records.</p>
        <p>The degree of archivability of a website can be estimated a priori by calculating how much of it is
composed of dynamic content, such as JavaScript. However, its true archivability of a website can only
be determined a posteriori by detecting correspondence or quality problems. This points to the nature
of web archiving as a reactive practice instead of a proactive one. Any substantial change in web
technologies, standards, or platforms necessitates a change in web archiving practice in order
to "catch up" and create high-quality web archives that result in a high-quality historical
record.</p>
        <p>
          Many parts of the web have always been out of reach: websites that are database-, form-, or
searchdriven have always been impossible to capture. The increasing reliance on dynamic, client-side
technologies such as JavaScript has also done much to decrease website archivability [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ]. Given these
ifndings, it is safe to conclude that the web is no longer archivable, and will become increasingly so
as time passes. Current web archiving technologies cannot adequately capture the web as it is now,
yielding, at worst, highly-degraded versions of the original.
        </p>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>6. Conclusion</title>
      <p>This paper makes the following contributions:
1. It presents a detailed, comprehensive definition of website archivability, one of the most important
dimensions of information quality in web archives.
2. This definition of archivability is human-centred and grounded in how web archivists perceive
quality in web archives.
3. The definition is independent of the technology currently in use to create web archives, making
it suitable to a wide variety of platforms, preservation contexts, and situations.
4. It characterizes archivability as a latent construct of information quality, expressed by the manifest
variables of correspondence and relevance, a finding not previously seen in the literature.
5. It describes how low website archivability influences the quality of web archives as historical
records.</p>
      <p>As historian Ian Milligan stated “web archives do not provide a perfect representation of the past...but
neither do traditional archives, which have had to be very selective with what they select, appraise, and
preserve”[18]. Though this paper paints a sobering picture of decreasing website archivability and its
implications for the historical record of the web, perhaps it is not web archivists, but historians, who
will be the most able to deal with the errors and omissions of the past web.
//onlinelibrary.wiley.com/doi/abs/10.1111/ijpp.12600. doi:https://doi.org/10.1111/ijpp.
12600. arXiv:https://onlinelibrary.wiley.com/doi/pdf/10.1111/ijpp.12600.
[18] I. Milligan, Historiography and the Web, Sage Publications Ltd, Los Angeles, CA, USA, 2018, pp.</p>
      <p>16–29.</p>
      <p>C: In reviewing our crawls, I have noticed a few of our pages do not display correctly.</p>
      <p>The problem pages either utilize flash or javascript. I know javascript can be
problematic. The following pages are the not displaying correctly:
76
369
2884
30
3481
3458
• http://www. .edu/ Video does not display/does not flip through slides
• http://www. edu/y79.xml Does not flip through slides
• www. .edu/y55333.xml Does not display additional photographs
• http://www. .edu/y213.xml Does not display photograph slides
• http://www. .edu/BBQ.xml Does not display photograph slides
• http://www. .edu/toc.xml Does not display photograph slides
AIT: flash and Javascript can be dificult to capture or display sometimes
C: From the crawl report, it looks like a reasonable number of urls were captured, but
also a good number show up in the “out of scope” column. Then, when I checked the
Wayback version I got a message that the archived site cannot be displayed within a
frame (see screenshot). I’m not sure what this means or if it is possible to adjust the
crawl to fix it. Do you have any suggestions for the best way to capture these videos?
AIT: streaming video can be dificult to archive sometimes
C: The athletics department has their game day programs online. I see to be able to
view the sections but can’t see a way to capture printer-friendly formats from their
link. Is this possible?
AIT: It looks like the site uses a fair bit of javascript to generate those “printer
friendly’ pages, but I’m not sure how feasible capture is
C: under the About Us tab, under Press Room, the tabs other than News Releases
( in the news, Annual report, Media Kit, and Social Media) do not work:
AIT: Regarding the tabs on the Press Room URL, I am not sure if we will be able to
capture this content due to the dynamic way in which these links are generated</p>
      <p>Special case: Websites that are database and form or search-driven
C: Much of this content is located in databases, so, in general I’m curious about how
Archive-It will handle these databases. Here are two examples:
• http://www.ourhistory.org/search.asp#index The results of a search come up on</p>
      <p>a site with a URL with the same seed, but will Archive-It crawl this database?
• http://www.ourhistory.org/iq/register/welcome.asp Same as the site above, the</p>
      <p>results remain on the same seed, will Archive-It crawl the database?
AIT: if database driven parts of sites have direct links to the content, the crawler will
capture those, however the crawler can’t enter search terms or interact with forms,
so if that is the only way to access the database content, the crawler likely will not
automatically be able to access that content
C: This site has a database backend and is queried via text input fields on the
phonebook homepage...Could I get some help on how to do this successfully?
AIT: Because of their interactive nature, search boxes cannot operate in an archived
website in the same way as they would on the live web
C: I would like to know if there is any way I can capture the search feature of the
website
AIT: Search boxes are something that will not behave in an archived site like they do
on the live web. We can archive content that would be returned by using the search
function (as you noticed with the “Browse All Projects’ button) however, the crawler
is not able to archive the database or search engine that the live site search runs of
of
464
3423
3001
86</p>
      <p>C: When you’re navigating through the catalogs themselves, you also come across
the same issue of not being able to get from 1 page to 2 page or 3 or 4 or 5. However,
all of the lots are captured, but you have no way of accessing them through the site
AIT: The way that this site does it’s navigation is significantly more complicated
than your average site due to the form based dropdowns that you notice to the right
of the pagination at the top of the list. The “Sort” and “per page” options are actually
forms, so instead of simply clicking on links to subsequent or previous pages (the way
that most sites do pagination), the crawler would actually have to select an option
from the dropdown and submit a form each time, in order to get content back. These
are types of interactive behavior the crawler does not perform by default, so it will
require additional development...Because this site is so uniquely complicated in the
way it has implemented pagination, any work our engineers put into developing a
new crawling feature to capture it would be very specific to this site and likely not
transferrable to other examples
C: I’ve done a test crawl on all ".stateu.edu" while it has captured thousands of
pages it also seems to determine many "stateu.edu" pages to be "out of scope". These
pages are not blocked by a robots.txt. Why would that be happening?
AIT: We do see these types of repetitive URLs from time to time, and they appear to
be generated by code in certain implementations of content management systems
like Drupal
C: We’re having some trouble limiting the URLs on one of crawls to a reasonable
number. We’re actually getting the content we’d like, but we’re also getting a ton
of extraneous URLs that are either bad content or aliases to content we’re already
capturing with another URL.</p>
      <p>AIT: After taking a look at the queued URLs for this host, it appears that the crawler
is running into a trap that we see from time to time on some websites (including
some Drupal sites) where the site generates links with repeating directories
C: We ran another test crawl on this site and now we seemed to have opened a can
of worms for the main site we wanted to crawl. It looks like we have the Flickr URL
under control and may just put a limit on the number captured. The main URL that
we want, captured 83, 600 with over 1 million in the que
AIT: The issue with your http://www.pl.gov/tef/ site is one that we see from time to
time, where something in the way the site is put together creates urls with repeating
directories that all point back to the same page</p>
      <p>Information Quality Dimension and Sub-Dimensions
8, 129, 100, 76
2884, 464
258, 369, 30, 3481, 3458
3423
3001, 86, 76</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>J.</given-names>
            <surname>Bailey</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Grotke</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E.</given-names>
            <surname>McCain</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            <surname>Mofatt</surname>
          </string-name>
          ,
          <string-name>
            <given-names>N.</given-names>
            <surname>Taylor</surname>
          </string-name>
          , Web Archiving in
          <source>the United States: A 2016 Survey, Research Report</source>
          ,
          <year>2016</year>
          . URL: http://ndsa.org/publications/.
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <surname>Archive-It</surname>
          </string-name>
          , Learn more, https://archive-it.org/learn-more,
          <year>2021</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>S.</given-names>
            <surname>Abrams</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Z.</given-names>
            <surname>Collier</surname>
          </string-name>
          ,
          <string-name>
            <surname>E.</surname>
          </string-name>
          <article-title>Colón-Marrero, keondra bills freemyn</article-title>
          , N. Krabbenhoeft,
          <string-name>
            <given-names>M. E.</given-names>
            <surname>Wertheimer</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Wickner</surname>
          </string-name>
          ,
          <source>2022 web archiving survey results</source>
          ,
          <year>2023</year>
          . URL: http://ndsa.org/publications/.
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <given-names>B.</given-names>
            <surname>Reyes Ayala</surname>
          </string-name>
          ,
          <article-title>Correspondence as the primary measure of quality for web archives: A grounded theory study</article-title>
          , in: M. Hall, T. Merčun,
          <string-name>
            <given-names>T.</given-names>
            <surname>Risse</surname>
          </string-name>
          ,
          <string-name>
            <given-names>F.</given-names>
            <surname>Duchateau</surname>
          </string-name>
          (Eds.),
          <source>Digital Libraries for Open Knowledge</source>
          , Springer International Publishing, Cham,
          <year>2020</year>
          , pp.
          <fpage>73</fpage>
          -
          <lpage>86</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>J.</given-names>
            <surname>Brunelle</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Kelly</surname>
          </string-name>
          , H. SalahEldeen,
          <string-name>
            <surname>M. C. Weigle</surname>
            ,
            <given-names>M. L.</given-names>
          </string-name>
          <string-name>
            <surname>Nelson</surname>
          </string-name>
          ,
          <article-title>Not all mementos are created equal: measuring the impact of missing resources</article-title>
          ,
          <source>International Journal on Digital Libraries</source>
          (
          <year>2015</year>
          )
          <fpage>1</fpage>
          -
          <lpage>19</lpage>
          . doi:
          <volume>10</volume>
          .1007/s00799-015-0150-6.
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>V.</given-names>
            <surname>Banos</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Y.</given-names>
            <surname>Kim</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Ross</surname>
          </string-name>
          ,
          <string-name>
            <surname>Y. Manolopoulos,</surname>
          </string-name>
          <article-title>CLEAR: A credible method to evaluate website archivability</article-title>
          ,
          <source>Presented at the 10th International Conference on Preservation of Digital Objects (iPRES</source>
          <year>2013</year>
          ),
          <year>2013</year>
          . URL: http://www.academia.edu/10967309/CLEAR_
          <article-title>a_credible_method_to_ evaluate_website_archivability.</article-title>
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <given-names>V.</given-names>
            <surname>Banos</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Y.</given-names>
            <surname>Manolopoulos</surname>
          </string-name>
          ,
          <article-title>A quantitative approach to evaluate website archivability using the CLEAR+ method</article-title>
          ,
          <source>International Journal on Digital Libraries</source>
          (
          <year>2015</year>
          )
          <fpage>1</fpage>
          -
          <lpage>23</lpage>
          . doi:
          <volume>10</volume>
          .1007/ s00799-015-0144-4.
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>J.</given-names>
            <surname>Brunelle</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Kelly</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Weigle</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M. L.</given-names>
            <surname>Nelson</surname>
          </string-name>
          ,
          <article-title>The impact of JavaScript on archivability</article-title>
          ,
          <source>International Journal on Digital Libraries</source>
          (
          <year>2015</year>
          )
          <fpage>1</fpage>
          -
          <lpage>23</lpage>
          . doi:
          <volume>10</volume>
          .1007/s00799-015-0140-8.
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <surname>Archive-It</surname>
          </string-name>
          , Learn more,
          <year>2014</year>
          . URL: https://archive-it.org/learn-more.
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <given-names>J. F.</given-names>
            <surname>Brunelle</surname>
          </string-name>
          ,
          <string-name>
            <given-names>K.</given-names>
            <surname>Ferrante</surname>
          </string-name>
          , E. Wilczek,
          <string-name>
            <given-names>M. C.</given-names>
            <surname>Weigle</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M. L.</given-names>
            <surname>Nelson</surname>
          </string-name>
          ,
          <article-title>Leveraging heritrix and the wayback machine on a corporate intranet: A case study on improving corporate archives, D-Lib Magazine 22 (</article-title>
          <year>2016</year>
          ). URL: http://www.dlib.org/dlib/january16/brunelle/01brunelle.html. doi:
          <volume>10</volume>
          .1045/january2016-brunelle.
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <given-names>A.</given-names>
            <surname>Ben-David</surname>
          </string-name>
          ,
          <year>2014</year>
          <article-title>not found: a cross-platform approach to retrospective web archiving</article-title>
          ,
          <source>Internet Histories</source>
          <volume>3</volume>
          (
          <year>2019</year>
          )
          <fpage>316</fpage>
          -
          <lpage>342</lpage>
          . URL: https://doi. org/10.1080/24701475.
          <year>2019</year>
          .
          <volume>1654290</volume>
          . doi:
          <volume>10</volume>
          .1080/24701475.
          <year>2019</year>
          .
          <volume>1654290</volume>
          . arXiv:https://doi.org/10.1080/24701475.
          <year>2019</year>
          .
          <volume>1654290</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <string-name>
            <given-names>B.</given-names>
            <surname>Reyes Ayala</surname>
          </string-name>
          ,
          <article-title>When expectations meet reality: common misconceptions about web archives and challenges for scholars</article-title>
          ,
          <source>International Journal of Digital Humanities</source>
          (
          <year>2021</year>
          ). doi:https: //doi.org/10.1007/s42803-021-00034-3.
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <given-names>B.</given-names>
            <surname>Glaser</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Strauss</surname>
          </string-name>
          ,
          <article-title>The Discovery of Grounded Theory: Strategies for Qualitative Research</article-title>
          , Aldine Transaction,
          <year>2009</year>
          . URL: http://amazon.com/o/ASIN/0202302601/.
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <string-name>
            <surname>Archive-It</surname>
          </string-name>
          , Learn more,
          <year>2020</year>
          . URL: https://archive-it.org/learn-more.
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <given-names>QSR</given-names>
            <surname>International</surname>
          </string-name>
          , Nvivo product range,
          <year>2016</year>
          . URL: http://www.qsrinternational.com/ nvivo-product.
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [16]
          <string-name>
            <given-names>M. E.</given-names>
            <surname>Kite</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Whitley</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Bernard E.</given-names>
            , Principles of Research in Behavioral Science.,
            <surname>Routledge</surname>
          </string-name>
          , New York, NY,
          <year>2018</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          [17]
          <string-name>
            <given-names>S.</given-names>
            <surname>El-Den</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            <surname>Schneider</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Mirzaei</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Carter</surname>
          </string-name>
          ,
          <article-title>How to measure a latent construct: Psychometric principles for the development and validation of measurement instruments</article-title>
          ,
          <source>International Journal of Pharmacy Practice</source>
          <volume>28</volume>
          (
          <year>2020</year>
          )
          <fpage>326</fpage>
          -
          <lpage>336</lpage>
          . URL: https: Correspondence, Visual Correspondence, Interactional Correspondence, Completeness Relevance, Topic Relevance, Size
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>