945 research outputs found

    Operations capability, productivity and business performance: the moderating effect of environmental dynamism

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    Purpose – The purpose of this study is to investigate the relationships between operations capability, productivity and business performance in the context of environmental dynamism. Design/methodology/approach – A proposed conceptual framework grounded in the resourcebased view (RBV) and dynamic capability view (DCV) is analysed using archival data from 193 automakers in the UK. Findings – The results show that operations capability, as an important dynamic capability, has a significant positive effect on productivity, which in turn leads to improved business performance. The results also suggest that productivity fully mediates the relationship between operations capability and business performance, and that environmental dynamism significantly moderates the relationship between operations capability and productivity. Practical implications – The research findings provide practical insights that will help managers develop operations capability to gain greater productivity and business performance in a dynamic environment

    Frequency Recognition in SSVEP-based BCI using Multiset Canonical Correlation Analysis

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    Canonical correlation analysis (CCA) has been one of the most popular methods for frequency recognition in steady-state visual evoked potential (SSVEP)-based brain-computer interfaces (BCIs). Despite its efficiency, a potential problem is that using pre-constructed sine-cosine waves as the required reference signals in the CCA method often does not result in the optimal recognition accuracy due to their lack of features from the real EEG data. To address this problem, this study proposes a novel method based on multiset canonical correlation analysis (MsetCCA) to optimize the reference signals used in the CCA method for SSVEP frequency recognition. The MsetCCA method learns multiple linear transforms that implement joint spatial filtering to maximize the overall correlation among canonical variates, and hence extracts SSVEP common features from multiple sets of EEG data recorded at the same stimulus frequency. The optimized reference signals are formed by combination of the common features and completely based on training data. Experimental study with EEG data from ten healthy subjects demonstrates that the MsetCCA method improves the recognition accuracy of SSVEP frequency in comparison with the CCA method and other two competing methods (multiway CCA (MwayCCA) and phase constrained CCA (PCCA)), especially for a small number of channels and a short time window length. The superiority indicates that the proposed MsetCCA method is a new promising candidate for frequency recognition in SSVEP-based BCIs

    Cash holdings, shocks, and overconfidence

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    This thesis investigates the impacts of cash holdings on firm performance when there are negative shocks, the impacts of compositions of cash holdings on firm performance, and the impacts of overconfident executives on firm performance. Chapter 1 demonstrates the changes in sensitivity of investments to cash holdings during operating cash flow disruptions. Defining operating cash flow disruptions as operation loss, this chapter finds investments sensitivity to cash holdings declines significantly with operation loss. The same pattern of changes is found in investment sensitivities to both optimal cash and excess cash holdings, indicating firms treat the two parts of cash holdings in a similar manner. However, the decline in post-Loss investment-cash holding sensitivity is detected in high-cash firms, financially constrained firms, and poorly governed firms. These firms tend to save large cash holdings initially but deplete them quickly, which leaves insufficient cash holdings for negative shocks. In contrast, low-cash firms, unconstrained firms, and well governed firms experience increase in post-Loss investment-cash holding sensitivity. Low needs for internal liquidity explicate the low level of and less withdrawal from cash reserves, which just increases the availability of cash holdings during negative shocks. Moreover, compared with debt-retiring firms and domestic firms that have larger decreases in post-Loss investment-cash holding sensitivity, firms without debt retirement and multinational firms experience fewer declines for having more cash holdings. Chapter 2 distinguishes the impacts of cash and cash equivalent from short-term investments on firm value. Common measure of cash holdings consists of a cash and cash equivalent component and a short-term investments component. At the mean level, cash and cash equivalent increase firm value more than short-term investments, which translates into a higher value of cash and cash equivalent than the short-term investments. This is because high liquidity of cash and cash equivalent outweighs the reduced liquidity of short-term investments. This effect is more pronounced in firms without recent debt retirement. However, when liquidity is not important, the extra yield of short-term investments dominates the low returns of cash and cash equivalent. Hence the value of short-term investments becomes higher than cash and cash equivalent in firms with lower near-term liquidity needs, less financial constraints, and poorer governance. Chapter 3 shows the impacts of CEO overconfidence on firm stock liquidity. Despite rational CEOs increase stock liquidity through more cash holdings and less investments, this chapter finds the opposite for overconfident CEOs. Firm stock liquidity increases with less fewer holdings and more investments when the firms are managed by overconfident CEOs. Conservatism of rational CEOs reduces the uncertainty over asset-in-place, which makes firm stocks liquid. Yet, in firms with overconfident CEOs, uncertainty decreases when low cash holdings prevent wasteful spending and more investments mitigate underinvestment
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