![\"\"](\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2024\/05\/overall-white.1.0-1024x609.png?resize=840%2C500&ssl=1\")
<\/figure>\n\n\n\nDuring this same period, the percentage of librarians classified as women has slightly increased, from ~79% to ~82% of the workforce.\u00a0 In contrast, the percentage of all employed people over age 16 in the United States who were classified as women was 46.9% in both 2017 and 2023.<\/p>\n\n\n\n Hypotheses as to the cause of the homogeneity of professional librarianship, and suggestions for potential solutions are multifold. It is theorized within librarianship that that there are a number of factors which influence individual\u2019s decisions to pursue librarianship including \u201cthe intellectual and service-oriented characteristics of librarianship,\u201d personal relationships with \u201crole models (e.g., librarians and teachers), previous library work experience, and availability of financial aid\u201d (Kim & Sin, 2008, 157).<\/p>\n\n\n\n Suggested barriers which exist to the recruitment and retention of a librarian workforce which is representative of the U.S. population, include amongst others, \u201cthe negative image of librarians\u201d and the current \u201clack of diversity in LIS programs and libraries\u201d which serves as a toxic feedback loop to future diversity (Kim & Sin, 2008, 157).\u00a0 Further identified barriers include, the high costs and cultural barriers to attending ALA certified Masters of Library Science programs, a failure to address the impact of unconscious bias in librarianship through practical initiatives, and inadequate mentorship of early-career librarians from underrepresented groups, (Vinopal, 2016).<\/p>\n\n\n\n An additional suggested barrier to the recruitment and retention of ethnic or racial minority librarians, is the \u201clow salary of librarians\u201d, given that \u201cStatistics show that professional fields with higher salary levels (e.g., lawyers and engineers) are more successful in recruiting minorities\u201d (Kim & Sin, 2008, 157). <\/p>\n\n\n\n Finally, the availability of a local accredited program, or of distance education opportunities has also been suggested as a pertinent factor to student success recruitment and retention (Kim & Sin, 2008).<\/p>\n\n\n\n As far as suggestions for improvement, recent work suggests focus on creating multidimensional recruitment and retention plans, to improve profession diversity for early, mid and late career librarians (De La Cruz et. al, 2024; Galvan, 2015; Kung, Fraser, & Winn, 2020).<\/p>\n\n\n\n Notably, an important distinction exists in these discussions between framings of poor diversity as a solvable \u201cproblem\u201d, and framings of homogeneity in librarianship as a product of deeper institutional bias which necessitates deeper reflection and change (Galvan 2015). Whether or not deeper institutional bias, beyond factors such as average salary, are responsible for the nature of the profession can be explored, by examining the relationship between metrics such as salary or the presence of a nearby library school, and librarian demographics.\u00a0 In fact, using network analysis, charts, and spatial analysis, I will demonstrate that exploration of library employment data indicates that the diversity of librarianship is indeed the product of deeper structures in the field, and American society more broadly.<\/p>\n\n\n\n Exploring the culture of librarianship: Visualizing Equity and Labor discourse within librarianship through network analysis<\/strong><\/p>\n\n\n\n In the Library with the Lead Pipe <\/em>is an online, open-source journal, which has published multiple foundational articles addressing equity in librarianship (see Ettarh, F., 2018, Galvan 2015, Hathcock, 2015).\u00a0\u00a0<\/p>\n\n\n\n In order to visualize the manner in which discussion of labor and equity in librarianship has evolved over the course of the journal\u2019s publication, I created a series of network graphs visualizing article tags. <\/p>\n\n\n\n Factors and Limitations of the studied dataset<\/p>\n\n\n\n Tags from articles written during the journal\u2019s initial publication, in its iteration as a blog with a small group of rotating authors from 2008-2012, editorials, and interviews have been removed.\u00a0<\/p>\n\n\n\n In addition to an overarching visualization of article tags from 2013 through April 2024 data has been further broken into time periods, each spanning approximately 3 years, in order to explore shifts in topics over time in greater detail.<\/p>\n\n\n\n Please note that the lack of tagging for a small portion of published articles, means that these visualizations are not representative of every article published in the journal.\u00a0 Nevertheless, while it may be helpful to apply a set list of terms to each article in future iterations to fully encompass the nature of discussion in\u00a0the journal, utilizing article tags has the benefit of highlighting semantic patterns in the language publishers and authors of the journal used to describe their work.\u00a0 For example, while multiple authors have tagged articles with \u201cdiversity\u201d since 2013, \u201cDEI\u201d, \u201cequity\u201d, and \u201cinclusion\u201d did not appear as tags until 2022, reflecting potential shifts in the language used to define equity and inclusion.<\/p>\n\n\n\n Tags are encoded as green, for equity, and blue for labor, in order to highlight intersections of discussions of these topics within librarianship.\u00a0 <\/p>\n\n\n\n While discussions of equity and labor appear to be at the periphery of discussion from 2013-2015, comparison to visualizations across the years, in particular for the period from 2022-2024 shows that discussion of topics related to equity and labor have become increasingly prevalent and central to discussion in articles published by the journal.\u00a0 Additionally, the number of topics which are appropriately encoded as both equity-related and labor-related, colored in turquoise, increased over the studied period.\u00a0 However, the reality that topics related to equity and labor appear at the periphery of the network for the overall studied period indicate that these topics have not been historically explicitly addressed and examined within librarianship, supporting the theory that within librarianship, a precedent exists for inadequate attention to institutional bias.\u00a0\u00a0<\/p>\n\n\n\n Interrogating Economics: Examining the Relationship between Salary and Demographics in librarianship<\/strong><\/p>\n\n\n\n In order to understand the nature of librarianship in the United States, it is important to contextualize the field with the context of overall employment, given that when choosing a career, individuals make choices within a broader environment of potential jobs, as opposed to selecting a job based on its features in a vacuum. <\/p>\n\n\n\n The average annual salary for librarians has remained relatively consistent across the period from 2017-2022, and is in fact comparable to the average annual salary for all employed people over 16, in the United States across this period.<\/p>\n\n\n\n However the reality that librarian positions typically require advanced degrees has contributed to extensive discussion about compensation of librarian roles, and how these metrics reflect the value placed on the profession in the United States.\u00a0 In particular, the relatively low salary and high costs to entry, of the field have often been cited as barriers to recruitment and retention of students who lack requisite privilege and financial support.\u00a0 Thus an examination of the relationship between salary and occupation demographics can illuminate whether or not salary rates alone explain librarian demographics. Accordingly, I created visualizations featuring data from a selection of occupations which have similar mean annual salaries to librarianship.\u00a0\u00a0<\/p>\n\n\n\n <\/p>\n\n\n\n In a comparison between librarianship and the chosen selection of jobs with similar annual salaries- no clear pattern in terms of annual salary or employment demographics emerges.<\/p>\n\n\n\n For example, in 2023, while around 82% of librarians were women, less than 1% of crane and tower operators, who had a comparable average annual salary, were women.\u00a0 Similarly, racial diversity varied extensively across similarly-paid fields. Thus, annual salary alone is not an adequate measure to predict employment demographics.\u00a0 This finding indicates that socioeconomic causes for limited diversity within librarianship are broader than wealth distribution alone, supporting the hypothesis that the causes behind the preponderance of white women in librarianship are multifold, and run deeper than surface level solutions.<\/p>\n\n\n\n Taking up Space: Exploring relationships between local educational opportunities and librarian employment through maps<\/strong><\/p>\n\n\n\n In order to understand diversity within librarianship, it is also important to understand the socioeconomic factors which influence the workforce as a whole.\u00a0 For example, the relationship between the presence of American Library Association accredited programs, and employment data can indicate the influence of local educational opportunities for future librarians can have on the nature of the field.\u00a0<\/p>\n\n\n\n The below visualization showcases average annual income for librarians across the United States, as well as the locations of accredited library schools. Areas where average annual salaries are far lower than the national average are highlighted in bright red, while areas where average annual salaries are higher than the national average are highlighted in gray.<\/p>\n\n\n\n Salary does not appear to be correlated with the presence of a local library school.\u00a0For example, salaries in the Miami – Fort Lauderdale- West Palm Beach area are higher than salaries in Tallahassee, where Florida State University is located.\u00a0 Similarly, salaries in East-Central Montana (with no accredited program) are similar to North Carolina (which does have several accredited programs, including the University of North Carolina, Chapel Hill, and North Carolina Central University).\u00a0Thus, it appears that broader socioeconomic forces are significantly affecting librarian salaries. <\/p>\n\n\n\n Similarly, as of 2023 the presence of library schools is not correlated to librarian employment concentrations at the state level.<\/p>\n\n\n\n In the above map, red states have a lower concentration of librarians, while dark gray states have a high concentration of librarians.\u00a0 In contrast, states colored in light gray have a similar percentage of their workforce working as librarians to the national rate.\u00a0 For example, a lower proportion of all employed people in California work as librarians, than the proportion of librarians\/employed people in the United States overall.\u00a0 This data is particularly interesting, given that California is also home to the largest LIS program in the U.S., San Jose State University, which had 2469 enrolled LIS Master\u2019s students in 2022 (American Library Association, 2006).\u00a0 This data is likely influenced by the increasing number of online library science programs, amongst other factors, which could be studied in future work.<\/p>\n\n\n\n The data thus demonstrates that there is not a correlation between the concentration of librarians jobs with the presence of an accredited library school, at the state level, for the year 2023. Thus, the presence of a nearby accredited program does not adequately explain the state of community job markets for librarian work. \u00a0 Accordingly, continued attention to the impact that broader socioeconomic trends and factors, such as funding, allocation of space, and the manner in which library labor is valued within specific communities and regions may crucially explain the nature of librarian employment. These findings further indicate that factors influencing librarian employment are multidimensional.\u00a0 Thus, in order to \u201cfix\u201d librarianship, we need to focus on the role which the profession plays within broader socioeconomic, political and cultural systems in the United States.\u00a0\u00a0\u00a0<\/p>\n\n\n\n Conclusions<\/strong><\/p>\n\n\n\n Wages alone<\/em> do not adequately explain the diversity of librarianship, much as economics alone <\/em>does not adequately explain systemic sexism and racism.\u00a0 This reality points to the value of continued efforts which seek to holistically address the lack of diversity within librarianship on multiple fronts.\u00a0 Similarly, the presence of a library school in a community alone does not correlate to higher average salaries or higher concentrations of librarians.\u00a0 Thus efforts to improve work availability and wages, in order to broaden the profession, must address other components beyond the establishment of further accredited programs.\u00a0\u00a0<\/p>\n\n\n\n The findings of this study indicate that the demographic makeup of librarianship has deep seated causes which can not be adequately addressed by measures such as increasing librarian salaries.\u00a0 In other words, the theory that poor diversity in librarianship has multidimensional causes is supported, necessitating deep reflection on the part of all librarians and library students about the ways in which the employment structures we participate in perpetuate inequality.\u00a0 However, the reality that discussions of equity within librarianship literature has become increasingly prevalent and central over time, provides a glimmer of hope that the profession can and will change, and that these discussions are already ongoing.\u00a0\u00a0<\/p>\n\n\n\n Opportunities for further work<\/strong><\/p>\n\n\n\n As many scholars have pointed out, the current corpus of library science scholarship does not adequately address a number of additional factors which influence the diversity of the profession, including, neurodiversity, body size and shape, and gender identity (going beyond the scope of this study, by incorporating data sources which use a more trans-inclusive conception of gender) (Adolpho, & Krueger, 2024; Eng, 2017; Rutledge, Church & Church, 2024). Thus, further work, most likely using alternate sources of data which classify gender, race and ethnicity, with more nuance, can visualize other components and structures which limit the diversity of librarianship as a profession. <\/p>\n\n\n\n References<\/p>\n\n\n\n Adolpho, K., & Krueger, S. G. (2024, April 24). Decistifying trans and gender diverse inclusion in library work: A literature review. In the Library with the Lead Pipe<\/em>. https:\/\/www.inthelibrarywiththeleadpipe.org\/2024\/decistifying\/<\/p>\n\n\n\n American Library Association, “Librarian Ethnicity”, (2012) https:\/\/www.ala.org\/tools\/librarian-ethnicity (Accessed May 7, 2024) Document ID: 3572be33-b44e-5e04-45a3-e44eb459f039<\/p>\n\n\n\n American Library Association, “ALA-Accredited Programs”, (2006) https:\/\/www.ala.org\/educationcareers\/accreditedprograms\/directory (Accessed May 7, 2024) Document ID: a584d443-21e5-48e1-a2ab-66c831bc3661<\/p>\n\n\n\n Emmelhainz, C., Pappas, E., & Seale, M. (2017). Behavioral Expectations for the Mommy Librarian: The Successful Reference Transaction as Emotional Labor. In The Feminist Reference Desk: concepts, critiques, and conversations. Location: Library Juice Press. UC Berkeley: Library. Retrieved from https:\/\/escholarship.org\/uc\/item\/2mq851m0<\/a><\/p>\n\n\n\n Eng, A. (2017, July 17). Neurodiversity in the Library: One Librarian\u2019s Experience. In the Library with the Lead Pipe<\/em>. https:\/\/www.inthelibrarywiththeleadpipe.org\/2017\/neurodiversity-in-the-library\/<\/p>\n\n\n\n Ettarh, F. (2018, January 10). Vocational Awe and Librarianship: The Lies We Tell Ourselves. In the Library with the Lead Pipe<\/em>. https:\/\/www.inthelibrarywiththeleadpipe.org\/2018\/vocational-awe\/<\/p>\n\n\n\n Galvan, A. (2015, June 4). Soliciting Performance, Hiding Bias: Whiteness and Librarianship. In the Library with the Lead Pipe<\/em>. https:\/\/www.inthelibrarywiththeleadpipe.org\/2015\/soliciting-performance-hiding-bias-whiteness-and-librarianship\/<\/a><\/p>\n\n\n\n Hathcock, A. (2015, October 7). White Librarianship in Blackface: Diversity Initiatives in LIS. In the Library with the Lead Pipe<\/em>. https:\/\/www.inthelibrarywiththeleadpipe.org\/2015\/lis-diversity\/<\/p>\n\n\n\n Hildenbrand, S. (1989). \u201cWomen\u2019s work\u201d within librarianship: time to expand the feminist agenda. Library Journal, 114(14), 153\u2013155.<\/p>\n\n\n\n De La Cruz, J., Milliken, G., Contaxiz, N., Juarez, M., & Ossom, P. (2024). Recruitment Techniques for LIS Internship Applicants of Color: Case Study of a Paid Medical Data Internship Program.<\/em> Issues in Science and Technology Librarianship, 105. https:\/\/doi.org\/10.29173\/istl2798<\/a><\/p>\n\n\n\n Kim, K.-S., & Sin, S.-C. J. (2008). Increasing Ethnic Diversity in Lis: Strategies Suggested by Librarians of Color.<\/em> Library Quarterly, 78(2), 153\u2013177. https:\/\/doi.org\/10.1086\/528887<\/a><\/p>\n\n\n\n![\"\"](\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2024\/05\/overall-women.1.0-1024x601.png?resize=840%2C493&ssl=1\")
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