Knaresborough Workhouse Daybook

From Industry 1.0
To Industry 4.0

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History of Women's Economic Empowerment

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Data Stories


The analysis and visualization of our data consisted of two parts. Firstly, we calculated and analyzed various data on women's work and wages from the Knaresborough workhouse daybook. Secondly, we collected data on women's work and employment in the UK in the current situation, in the context of the fourth industrial revolution. By linking and analysing historical and contemporary sources, we hope to present a valid discussion on women's economic empowerment and escape from poverty.




From Paupers to "Mill Girls"


Following an examination of female inmates' activities in the Knaresborough workhouse, we notice that the first Cotton Mill in the area - Knaresborough Cotton Mill's establishment on 22 September 1791, created a novel avenue of employment for women. Since its inception, there has been an increase in the participation of female inmates in the Cotton Mill's workforce.





Change of Working Patterns for Women


The development of the cotton industry in the region has brought a notable shift in the distribution of labor among female inmates at the Knaresborough workhouse. There has been a substantial rise in the proportion of women engaging in skilled textile work, such as spinning, winding, and cotton dressing, from 60% to 71%. In contrast, unpaid home-based jobs, including house chores and child-tending, have witnessed a decline in participation.



Change of Work Types in the Knaresborough Workhouse, August 1791-September 1791



Change of Work Types Before and After Knaresborough Cotton Mill Opening



Wages can be calculated from the workhouse incomes brought by the inmates recorded in the daybook accounts. Female inmates working in the cotton mill (2.5 shilling/week) receive relatively high wages compared to those doing traditional worsted spinning (1 shilling/week) and line spinning (0.58 shilling/week) in the house.





The first Industrial Revolution saw significant advancements in power technology and the flourishing of the textile industry. From the example of the Knaresborough workhouse, we can see that the erection of the cotton mill in the region brought new job opportunities and relatively higher wages for female workers, which provided a potential means for women in poor economic conditions to improve their lives and escape extreme poverty.

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Closing the Gender Pay Gap: A Persistent Challenge


While technological and productivity advancements have brought women new work opportunities and economic empowerment since the 18th century, the persistence of the gender pay gap continues to pose challenges for women seeking adequate economic income.


During the Industrial Revolution era, the gender pay gap was so significant (ranging from 1/3 to 2/3 female to male) that it could not be justified by differences in productivity.



Gender Wage Gap In Different Regions, UK, 1833

Gender Wage Ratio across Various Industries, UK, 1833



The digital revolution has created a broader range of career options for women, allowing them to fully utilize their unique skills. As a result, female employment rates have increased, and the gender pay gap has decreased. The UK Labor Force Survey from 1971 to 2022 shows a positive trend, with the female employment rate increasing from 52.8% to 72.3%. In 2022, the gender pay gap in the UK stands at 14.9%, significantly reduced from 27.5% in 1997.



Women's Employment in UK, 1971-2022



Gender Pay Gap in UK, 1997-2022








Industry 4.0: How Can Women Thrive?


We are presently experiencing the 4th industrial revolution, marked by the ongoing evolution of various digital technologies, such as mobile devices, artificial intelligence, and the Internet of Things. What are opportunities brought by the emergence of these technologies? Let's find out!



Ever Heard of Gig Jobs?


Fueled by the growing demand for online services and the development of digital platforms, The platform economy and the gig economy are rapidly expanding (OECD, 2018). This trend has notably reduced physical barriers and facilitated women's participation in the labor market. Online platforms enable women to match their skills to the labor market and expand their employment choices (OECD, 2018). Additionally, digital platforms offer women the flexibility to choose their work location, schedule, and mode of work, enabling them to achieve a better work-life balance (B2E CONSULTING, 2023).

Women have made significant inroads into the labor markets of the platform and odd-job economies (Hunt et al.,2019). For instance, 67% of Airbnb homeowners are women (OECD, 2017); 86% of sellers on the US digital home improvement platform Etsy are women (BLS, 2016); and women make up 57% of workers on Amazon MTurk, a crowdsourcing marketplace (Moss, 2020).






Promising Industries for Career Growth in the Future?


According to the 2022 UK Employment Distribution Statistics for women, the top three occupations for women are those that involve significant human interaction. These occupations are Human Health & Social Work, Education, and Wholesale & Retail.

These occupations are less vulnerable to the impact of the 4th industrial revolution, and cannot be easily replaced by automation or engineering. A high proportion of female workers in these fields in these fields making this a significant opportunity for them to thrive in their careers and less likely to face job losses.



Women's Employment by Industries, January 2023





Data References


B2E Consulting. 2023. Gig Economy for Women A New World of Opportunity and Gender Equality. [Online]. [Accessed 23 April 2023]. Available from: https://www.b2econsulting.com/what-is-the-impact-of-the-gig-economy-on-women-who-work-in-it-and-will-it-help-narrow-the-gender-gap/

BLS. 2016. Household data, annual averages. Employed persons by detailed industry, sex, race, and Hispanic or Latino ethnicity. [Online]. Labor Force Statistics. [Accessed 22 April 2023]. Available from: https://www.bls.gov/cps/cpsaat18.htm

De Ruyter, A, Brown, M and Burgess, J. 2018. Gig work and the fourth industrial revolution: conceptual and regulatory challenges. Journal of International Affairs, 72(1), pp.37 50.

Hunt, A, Samman, E, Tapfuma, S, Mwaura, G, Omenya, R, Kim, K, Stevano, S. and Roumer, A. 2019. Women in the Gig Economy: Paid Work, Care and Flexibility in Kenya and South Africa. [Online]. London: Overseas Development Institute. [Accessed 22 April 2023]. Available from: https://eprints.soas.ac.uk/32330/1/Hunt%20et%20al%202019_women_in_the_gig_economy_final_digital.pdf

IFC. 2018. Driving Toward Equality Women, Ride-Hailing, and the Sharing Economy. [Online]. International Finance Corporation. [Accessed 22 April 2023]. Available from: https://www.ifc.org/wps/wcm/connect/62a2871b-271b-4256-b426-65b2012d00f7/00418+IFC+DTE+Report_Complete_Layout+Final2-pxp.pdf?MOD=AJPERES&CVID=m9ksr4q

Moss, A. 2020. Demographics of People on Amazon Mechanical Turk. [Online]. [Accessed 23 April 2023]. Available from: https://www.cloudresearch.com/resources/blog/who-uses-amazon-mturk-2020-demographics/

OECD. 2017. Going Digital: The future of work for women, Policy Brief on The Future of Work. [Online]. Paris: OECD Publishing. [Accessed 22 April 2023]. Available from: www.oecd.org/employment/Going-Digital-the-Future-of-Work-for-Women.pdf.

OECD. 2018. Bridging the digital gender divide. [Online]. OECD Publishing. [Accessed 22 April 2023]. Available from: https://www.oecd.org/digital/bridging-the-digital-gender-divide.pdf

Office for National Statistics. 2022. Annual Survey of Hours and Earnings. Office for National Statistics. [Online]. [Accessed 22 April 2023]. Available from: https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/earningsandworkinghours/bulletins/genderpaygapintheuk/2022

Office for National Statistics. 2023. Employment, unemployment and economic inactivity for people aged 16 and over and aged from 16 to 64 (seasonally adjusted). Office for National Statistics. [Online]. [Accessed 22 April 2023]. Available from: https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/employmentandemployeetypes/datasets/employmentunemploymentandeconomicinactivityforpeopleaged16andoverandagedfrom16to64seasonallyadjusteda02sa

Office for National Statistics. 2023. All in employment by industry: Women (not seasonally adjusted). Office for National Statistics. [Online]. [Accessed 22 April 2023]. Available from: https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/employmentandemployeetypes/datasets/employmentbyindustryemp13