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This chapter uncovers the destabilizing and transformative dimensions of a legal process commonly described as assimilation. Lawyers working on behalf of a marginalized group often argue that the group merits inclusion in dominant institutions, and they do so by casting the group as like the majority. Scholars have criticized claims of this kind for affirming the status quo and muting significant differences of the excluded group. Yet, this chapter shows how these claims may also disrupt the status quo, transform dominant institutions, and convert distinctive features of the excluded group into more widely shared legal norms. This dynamic is observed in the context of lesbian, gay, bisexual, and transgender (LGBT) rights, and specifically through attention to three phases of LGBT advocacy: (1) claims to parental recognition of unmarried same-sex parents, (2) claims to marriage, and (3) claims regarding the consequences of marriage for same-sex parents. The analysis shows how claims that appeared assimilationist – demanding inclusion in marriage and parenthood by arguing that same-sex couples are similarly situated to their different-sex counterparts – subtly challenged and reshaped legal norms governing parenthood, including marital parenthood. While this chapter focuses on LGBT claims, it uncovers a dynamic that may exist in other settings.

This study applies VAR and ANN techniques to make ex-post forecast of U.S. oil price movements. The VAR-based forecast uses three endogenous variables: lagged oil price, lagged oil supply and lagged energy consumption. However, the VAR model suggests that the impacts of oil supply and energy consumption has limited impacts on oil price movement. The forecast of the genetic algorithm-based ANN model is made by using oil supply, energy consumption, and money supply (M1). Root mean squared error and mean absolute error have been used as the evaluation criteria. Our analysis suggests that the BPN-GA model noticeably outperforms the VAR model.

This study takes the position that the concept of fraud is socially constructed. Moreover, it asks why and how different understandings of fraud have emerged. Insights from the work of Lakoff and Johnson (1999, 2003; Lakoff, 2002, 2004, 2009) are used to analyze language revealing dominant worldviews and metaphors regarding fraud. The research method is a case study (Yin, 2014), and the analytical approach used parallels the one described in O’Dwyer (2004). The research setting is a report issued by the Financial Crisis Inquiry Commission, which provides a context to study different understandings of fraud due to the report’s divided nature. The analysis reveals three alternative worldviews, representing different assumptions about reality, that are at the root of the different understandings of fraud. These worldviews also lead to the usage of different conceptual metaphors which allow the commissioners to interpret facts in a manner that supports each worldview’s assumptions. The paper also concludes by providing a nuanced and critical examination of the results of the commission concerning its understanding of fraud.