UMD Theses and Dissertations
Permanent URI for this collectionhttp://hdl.handle.net/1903/3
New submissions to the thesis/dissertation collections are added automatically as they are received from the Graduate School. Currently, the Graduate School deposits all theses and dissertations from a given semester after the official graduation date. This means that there may be up to a 4 month delay in the appearance of a given thesis/dissertation in DRUM.
More information is available at Theses and Dissertations at University of Maryland Libraries.
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Item The Performance of Balance Diagnostics for Propensity-Score Matched Samples in Multilevel Settings(2019) Burnett, Alyson; Stapleton, Laura M; Measurement, Statistics and Evaluation; Digital Repository at the University of Maryland; University of Maryland (College Park, Md.)The purpose of the study was to assess and demonstrate the use of covariate balance diagnostics for samples matched with propensity scores in multilevel settings. A Monte Carlo simulation was conducted that assessed the ability of different balance measures to identify the correctly specified propensity score model and predict bias in treatment effect estimates. The balance diagnostics included absolute standardized bias (ASB) and variance ratios calculated across the pooled sample (pooled balance measures) as well as the same balance measures calculated separately for each cluster and then summarized across the sample (within-cluster balance measures). The results indicated that overall across conditions, the pooled ASB was most effective for predicting treatment effect bias but the within-cluster ASB (summarized as a median across clusters) was most effective for identifying the correctly specified model. However, many of the within-cluster balance measures were not feasible with small cluster sizes. Empirical illustrations from two distinct datasets demonstrated the different approaches to modeling, matching, and assessing balance in a multilevel setting depending on the cluster size. The dissertation concludes with a discussion of limitations, implications, and topics for further research.Item Matching Issues: An auction with externalities and unraveling matching markets(2005-06-22) Ranger, Martin; Cramton, Peter; Economics; Digital Repository at the University of Maryland; University of Maryland (College Park, Md.)This dissertation examines two problems that may arise in matching problems. The first two chapters deal with auctions for multiple units where bidders exhibit externalities. The third chapter links risk aversion and information to unraveling in labor markets. Auctions can lead to efficient allocations in a wide class of assignment problems. In the presence of externalities, however, efficiency may no longer be guaranteed. This dissertation shows that a modification of Ausubel & Milgrom (2002)'s generalized ascending price auction can be used to allocate multiple items to bidders in this case. Despite the presence of externalities, the resulting auction possesses an efficient Nash equilibrium in pure strategies leading to a core allocation. Furthermore, under certain restrictions on bidder valuations, truthful revelation of valuations is found to a dominant strategy. The auction is augmented to include explicitly the auctioneer's preferences over final outcomes. Externalities affecting non-participants can thus be accounted for straightforwardly. In Cournot game where capacity constraints are determined in an auction prior to the market interaction, the valuations for capacity in the auction will exhibit externalities. Using the generalized ascending price auction allows the bidding firms to reach a joint profit maximizing capacity allocation below the Cournot equilibrium level. Since this comes at the expense of consumer surplus the auctioneer may have an incentive to specify its own valuation taking into account total surplus maximization. Then, the final capacity allocation is bounded by the profit maximizing and the Cournot equilibrium level. Unraveling labor markets, that is periodic labor markets where appointments are made earlier and earlier often leading to a break-down of the market, have been linked to risk-averse workers attempting to reduce the variability of the outcome. In many cases, early contracts are used to fix a wage when the relative supply and demand of workers in the market and hence the division of surplus is uncertain. This chapter represents a different approach. Both workers and firms have preferences over matchings and uncertainty is introduced through the quality of workers. Risk averse workers or risk-loving firms are found to be necessary for early contracting. Further research strategies are suggested.