Ratio maps and correspondence analysis

We compare two methods for visualising contingency tables and developa method called the ratio map which combines the good properties of both.The first is a biplot based on the logratio approach to compositional dataanalysis. This approach is founded on the principle of subcompositionalcoherence, which assures that results are invariant to considering subsetsof the composition. The second approach, correspondence analysis, isbased on the chi-square approach to contingency table analysis. Acornerstone of correspondence analysis is the principle of distributionalequivalence, which assures invariance in the results when rows or columnswith identical conditional proportions are merged. Both methods may bedescribed as singular value decompositions of appropriately transformedmatrices. Correspondence analysis includes a weighting of the rows andcolumns proportional to the margins of the table. If this idea of row andcolumn weights is introduced into the logratio biplot, we obtain a methodwhich obeys both principles of subcompositional coherence and distributionalequivalence.

Gender gaps in performance: Evidence from young lawyers

This paper documents and studies the gender gap in performance among associatelawyers in the United States. Unlike most high-skilled professions, the legal professionhas widely-used objective methods to measure and reward lawyers' productivity: thenumber of hours billed to clients and the amount of new-client revenue generated. Wefind clear evidence of a gender gap in annual performance with respect to bothmeasures. Male lawyers bill ten-percent more hours and bring in more than double thenew-client revenue. We show that the differential impact across genders in the presenceof young children and the differences in aspirations to become a law-firm partneraccount for a large part of the difference in performance. These performance gaps haveimportant consequences for gender gaps in earnings. While individual and firmcharacteristics explain up to 50 percent of earnings gap, the inclusion of performancemeasures explains most of the remainder.

Quotient spaces of boundedly rational types

By identifying types whose low-order beliefs up to level li about the state of nature coincide, weobtain quotient type spaces that are typically smaller than the original ones, preserve basic topologicalproperties, and allow standard equilibrium analysis even under bounded reasoning. Our Bayesian Nash(li; l-i)-equilibria capture players inability to distinguish types belonging to the same equivalence class.The case with uncertainty about the vector of levels (li; l-i) is also analyzed. Two examples illustratethe constructions.

Predestination and the Protestant ethic

This paper shows an equivalence result between the utility functions of secularagents who abide by a moral obligation to accumulate wealth and those of religiousagents who believe that salvation is immutable and preordained by God. Thisresult formalizes Weber's renowned thesis on the connection between the worldlyasceticism of Protestants and the religious premises of Calvinism. Furthermore,ongoing economies are often modeled with preference relations such as "Keeping upwith the Joneses" which are not associated with religion. Our results relate thesesecular economies of today and economies of the past shaped by religious ideas.

Iowa Sales and Use Tax Annual Statistical Report 1998

Iowa Sales and Use Tax Annual Statistical Report 1998

Iowa Sales and Use Tax Annual Statistical Report 1999

Iowa Sales and Use Tax Annual Statistical Report 1999

Iowa Sales and Use Tax Annual Statistical Report 2000

Iowa Sales and Use Tax Annual Statistical Report 2000

Iowa Sales and Use Tax Annual Statistical Report 2001

Iowa Sales and Use Tax Annual Statistical Report 2001

Iowa Sales and Use Tax Annual Statistical Report 2002

Iowa Sales and Use Tax Annual Statistical Report 2002

Iowa Sales and Use Tax Annual Statistical Report 2003

Iowa Sales and Use Tax Annual Statistical Report 2003

Iowa Sales and Use Tax Annual Statistical Report 2004

Iowa Sales and Use Tax Annual Statistical Report 2004

Iowa Sales and Use Tax Annual Statistical Report 2005

Iowa Sales and Use Tax Annual Statistical Report 2005

Iowa Sales and Use Tax Annual Statistical Report 2006

Iowa Sales and Use Tax Annual Statistical Report 2006

Iowa Sales and Use Tax Annual Statistical Report 2007

Iowa Sales and Use Tax Annual Statistical Report 2007

Iowa Individual Income Tax School District, Tax Year 1997

Iowa School District Surtax Report 1997