Mind the gap! International comparisons of productivity in services and goods production

In this paper, we make a comparison of industry output, inputs and productivity growth and levels between seven advanced economies (Australia, Canada, France, Germany, Netherlands, UK and U.S.). Our industry-level growth accounts go up to 2003, and make use of input data on labour quantity (hours) and quality (schooling levels), and distinguish between six different types of capital assets (including three ICT assets). The comparison of levels relies on multilateral, industry-specific purchasing power parities (PPPs) for output and inputs, within a consistent input-output framework for the year 1997. Our results show that differences in productivity growth and levels can mainly be traced to market services, not to goods-producing industries. Some of the strong productivity growth in market services in Anglo-Saxon countries may be related to relatively low productivity levels compared to the U.S. In contrast, services productivity levels in continental European countries were on par with the U.S. in 1997, but growth in Europe was much weaker since then. In terms of factor input use, the U.S. is very different from all other countries, mostly because of its more intensive use of ICT capital.

Shocking the Crowd: The Effect of Censorship Shocks on Chinese Wikipedia

Collaborative crowdsourcing has become a popular approach to organizing work across the globe. Being global also means being vulnerable to shocks -- unforeseen events that disrupt crowds -- that originate from any country. In this study, we examine changes in collaborative behavior of editors of Chinese Wikipedia that arise due to the 2005 government censor- ship in mainland China. Using the exogenous variation in the fraction of editors blocked across different articles due to the censorship, we examine the impact of reduction in group size, which we denote as the shock level, on three collaborative behavior measures: volume of activity, centralization, and conflict. We find that activity and conflict drop on articles that face a shock, whereas centralization increases. The impact of a shock on activity increases with shock level, whereas the impact on centralization and conflict is higher for moderate shock levels than for very small or very high shock levels. These findings provide support for threat rigidity theory -- originally introduced in the organizational theory literature -- in the context of large-scale collaborative crowds

IT in the European Union:driving productivity divergence?

This paper analyses the contributions of IT-capital deepening and total factor productivity growth (TFP) in IT-production on aggregate labour productivity growth patterns within the European Union in comparison with the US. We find that differences in the direct effects of IT almost fully explain the US lead in labour productivity growth over the EU aggregate over the period 1995-2001. However differences in the direct effects of IT are by no means the sole determinants of the widening of the "Atlantic Divide", neither the main cause of divergent labour productivity growth patterns within Europe. Non-IT capital deepening and non-IT TFP growth were major contributors to continued or even accelerating growth in small economies such as Austria, Finland, Greece, Ireland, Portugal and Sweden. In Finland, Sweden and especially Ireland this was augmented by high contributions from IT, which were even higher than in the US. At the same time, decelerating labour productivity growth in major European countries such as France, Germany, Italy and the UK was mainly due to declining contributions of non-IT capital deepening and non-IT TFP growth compared to the period 1980-1995

Maximum augmented empirical likelihood estimation of categorical marginal models for large sparse contingency tables

Categorical marginal models (CMMs) are flexible tools for modelling dependent or clustered categorical data, when the dependencies themselves are not of interest. A major limitation of maximum likelihood (ML) estimation of CMMs is that the size of the contingency table increases exponentially with the number of variables, so even for a moderate number of variables, say between 10 and 20, ML estimation can become computationally infeasible. An alternative method, which retains the optimal asymptotic efficiency of ML, is maximum empirical likelihood (MEL) estimation. However, we show that MEL tends to break down for large, sparse contingency tables. As a solution, we propose a new method, which we call maximum augmented empirical likelihood (MAEL) estimation and which involves augmentation of the empirical likelihood support with a number of well-chosen cells. Simulation results show good finite sample performance for very large contingency tables

Market services productivity across Europe and the US

Since the mid-1990s, market services have positively influenced labor productivity growth in the US, but not in most European countries. We analyze these cross-country differences in growth dynamics using industry-level measures of output, inputs, and multifactor productivity (MFP) from the new EU KLEMS database. We find that using detailed data has important implications for empirical analysis of policy influences on growth. Increased investment in information and communication technology (ICT) capital and growth in human capital contributed substantially to labor productivity growth in market services across all European countries and the US. However, countries differ most strongly in the rates of efficiency improvement in the use of inputs. We find no evidence of an externality-driven relationship between such efficiency changes and the growth of ICT use or of employment of university-educated workers. We also find that entry liberalization has been beneficial for productivity growth in telecommunications, but not in other service industries

Satisficing in Mental Health Care Patients: The Effect of Cognitive Symptoms on Self-Report Data Quality.

Respondents may use satisficing (i.e., nonoptimal) strategies when responding to self-report questionnaires. These satisficing strategies become more likely with decreasing motivation and/or cognitive ability (Krosnick, 1991). Considering that cognitive deficits are characteristic of depressive and anxiety disorders, depressed and anxious patients may be prone to satisficing. Using data from the Netherland's Study of Depression and Anxiety ( N = 2,945), we studied the relationship between depression and anxiety, cognitive symptoms, and satisficing strategies on the NEO Five-Factor Inventory. Results showed that respondents with either an anxiety disorder or a comorbid anxiety and depression disorder used satisficing strategies substantially more often than healthy respondents. Cognitive symptom severity partly mediated the effect of anxiety disorder and comorbid anxiety disorder on satisficing. The results suggest that depressed and anxious patients produce relatively low-quality self-report data-partly due to cognitive symptoms. Future research should investigate the degree of satisficing across different mental health care assessment contexts.Stress and Psychopatholog

Hyperlactatemia After Intracranial Tumor Surgery Does Not Affect 6-Month Survival: A Retrospective Case Series

BACKGROUND: Patients undergoing neurosurgery frequently exhibit hyperlactatemia. The aim of this study was to identify factors associated with hyperlactatemia and assess how hyperlactatemia impacts survival and hospital length of stay after intracranial tumor surgery. MATERIALS AND METHODS: This retrospective cohort study included 496 adult patients that underwent surgery between January 1, 2014 and December 31, 2015. We evaluated patient characteristics, surgery characteristics, pH, lactate, and blood glucose from blood samples collected on admission to the high-dependency unit and the morning after surgery, and 6-month outcome data. RESULTS: Hyperlactatemia (>2.0 mmol/L) occurred in >50% of patients, but only 7.7% had acidosis. Postoperative hyperlactatemia was not correlated with 6-month survival (P=0.987), but was correlated with (median [interquartile range]) longer hospital stays (6 [4 to 8.5] d vs. 5 [4 to 8] d; P=0.006), longer surgery duration (4:53 [4:01 to 6:18