chore(script): Fix spelling mistakes

scoping_review.qmd

@@ -671,6 +671,8 @@ sns.histplot(data=melted_df, y='policy', hue='Validity', multiple='stack')
 
 ### Labour laws and regulatory systems
 
+<!-- TODO ADAMS2015, -->
+
 <!-- maternity leave and benefits -->
 @Broadway2020 study the introduction of universal paid maternal leave in Australia, looking at its impacts on mothers returning to work and the conditions they return under.
 It finds that, while there is a short-term decrease of mothers returning to work since they make use of the introduced leave period, over the long-term (after six to nine months) there is a significant positive impact on return to work.
@@ -726,6 +728,7 @@ The study is limited in explanatory power through its observational design, not
 
 ### Minimum wage laws
 
+
 @Chao2022, in a study looking at the effects of minimum wage increases on a country's income inequality, analyse the impacts in a sample of 43 countries, both LMIC and HIC.
 Using a general-equilibrium model, it finds that there are differences between the short-term and long-term effects of the increase:
 In the short term it leads to a reduction of the skilled-unskilled wage gap, however an increase in unemployment and welfare,
@@ -774,7 +777,8 @@ Limitations to the study are some remaining unobservables for the final inequali
 
 @Sotomayor2021 conducts a study on the impact of subsequent minimum wage floor introductions on poverty and income inequality in Brazil.
 He finds that in the short-term (3 months) wage floor increases reduced poverty by 2.8% and reduced income inequality by 2.4%.
-Over the longer-term these impacts decrease, and the minimum wage increases only show diminishing returns when the legal minimum is already high in relation to median earnings.
+Over the longer-term though these impacts decrease,
+the minimum wage increases only show diminishing returns when the legal minimum is already high in relation to median earnings.
 It suggests that additional unemployment costs, created through new job losses through the introduction, are offset by the increased benefits --- the higher wages for workers.
 The authors also suggest an inelastic relationship between increases and poverty incidence.
 One limitation of the study is the limit of tracking individuals in the underlying data which can not account for people moving household to new locations.
@@ -782,17 +786,17 @@ The data can only track individual dwellings --- instead of the households and i
 
 ### Collective bargaining
 
-@Alexiou2023 study the effects of both political orientation of governments' parties and a country's trade unionization on its income inequality.
-They find that, generally, strong unionization is strongly related to decreasing income inequality, most likely through a redistribution of political power through collective mobilization in national contexts of stronger unions.
-It also suggests that in contexts of weaker unionization, post-redistribution income inequality is higher, thus also fostering unequal redistributive policies.
+@Alexiou2023 study the effects of both political orientation of governments' parties and a country's trade unionisation on its income inequality.
+They find that, generally, strong unionisation is strongly related to decreasing income inequality, most likely through a redistribution of political power through collective mobilization in national contexts of stronger unions.
+It also suggests that in contexts of weaker unionisation, post-redistribution income inequality is higher, thus also fostering unequal redistributive policies.
 Lastly, it finds positive relations between right-wing orientation of a country's government and its income inequality, with more mixed results for centrist governments pointing to potential fragmentations in their redistributive policy approaches.
 The study is mostly limited in not being able to account for individual drivers (or barriers) and can thus not disaggregate for the effects for example arbitration or collective bargaining.
 
-@Ferguson2015 conducts a study on the effects of a more unionized workforce in the United States, on the representation of women and minorities in the management of enterprises.
-It finds that while stronger unionization is associated both with more women and more minorities represented in the overall workforce and in management, this effect is only marginally significant.
+@Ferguson2015 conducts a study on the effects of a more unionised workforce in the United States, on the representation of women and minorities in the management of enterprises.
+It finds that while stronger unionisation is associated both with more women and more minorities represented in the overall workforce and in management, this effect is only marginally significant.
 Additionally, there are drivers which may be based on unobservables and not a direct effect ---
-it may be a selection effect of more unionized enterprises.
-It uses union elections as its base of analysis, and thus can not exclude self-selection effects of people joining more heavily unionized enterprises rather than unionization increasing representation in its conclusions.
+it may be a selection effect of more unionised enterprises.
+It uses union elections as its base of analysis, and thus can not exclude self-selection effects of people joining more heavily unionised enterprises rather than unionisation increasing representation in its conclusions.
 
 @Cardinaleschi2019 study the wage gap in the Italian labour market, looking especially at the effects of collective negotiation practices.
 It finds that the Italian labour market's wage gap exists primarily due to occupational segregation between the genders, with women often working in more 'feminized' industries, and not due to educational lag by women in Italy.
@@ -810,7 +814,7 @@ The study is limited in that, by averaging outcomes across European nations, it
 @Ahumada2023 on the other hand create a study on the effects of unequal distributions of political power on the extent and provision of collective labour rights.
 It is a combination of quantitative global comparison with qualitative case studies for Argentina and Chile.
 It finds that, for societies in which power is more unequally distributed, collective bargaining possibilities are more limited and weaker.
-It suggests that, aside from a less entrenched trade unionisation in the country, the primary channel for the its weakening are that existing collective labour rights are often either restricted or disregarded outright.
+It suggests that, aside from a less entrenched trade unionisation in the country, the primary channel for its weakening are that existing collective labour rights are often either restricted or disregarded outright.
 Employers were restricted in their ability to effectively conduct lobbying, and made more vulnerable to what the authors suggest are 'divide-and-conquer' strategies by government with a strongly entrenched trade unionisation, due to being more separate and uncoordinated.
 A limit is the strong institutional context of the two countries which makes generalizable application of its underlying channels more difficult to the overarching quantitative analysis of inequality outcomes.
 
@@ -1113,13 +1117,14 @@ A limitation of the study is its restricted focus on strictly female underlying
 An experimental study of providing UBI for villages in India by @Standing2015 looks at the effects on absolute low-income household debts, utilizing a combination of qualitative and quantitative experimental research.
 It finds that the provision of UBI significantly reduced household debts, finding generally agreeing with assumptions in the literature, but goes beyond this by investigating the qualitative causes going beyond purely monetary value into what the authors call 'emancipatory value'.
 They find UBI reduces dependency risk - primarily to lenders with high associated fees by allowing the repayment of existing debt, not having to work for the lender directly or by providing them parts of their wages, avoiding taking on new debts and, if new debts have to be taken on, allows choosing less exploitative forms of borrowing (such as from relatives or friends).
-The last channel especially is a point of interest of the study: the intervention did not just reduce absolute debts through an individual possessing more money, it generally infused more money into the local contexts, reducing its scarcity and allowing others such as neighbors and friends to provide more collective risk spreading in the villages..
-The intervention also significantly increased possibility of saving in treatment households, allowing for an increased economic security and empowerment, which was also influenced by houshold head education, landholding, the household's caste and size.
+The last channel especially is a point of interest of the study: the intervention did not just reduce absolute debts through an individual possessing more money, it generally infused more money into the local contexts, reducing its scarcity and allowing others such as neighbours and friends to provide more collective risk spreading in the villages..
+The intervention also significantly increased possibility of saving in treatment households, allowing for an increased economic security and empowerment, which was also influenced by household head education, landholding, the household's caste and size.
 The main channel this is accomplished through is a shift to institutionalized saving, with provides increased resilience against shock events.
 
 ### Unconscious bias and discriminatory norms
 
 <!-- TODO include discussion of Gates2000 on social components of disability rtw -->
+<!-- TODO include hiring / firing patterns of Mun2018? mat laws -->
 
 @Al-Mamun2014 conduct a study on the impacts of an urban micro-finance programme in Malaysia on the economic empowerment of women.
 The programme introduced the ability for low-income urban individuals to receive collateral-free credit.