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Machine-learning techniques, statistical imputation, and natural language processing give more accurate forecasts of clinical trial outcomes, durations, probabilities of approval, and financial performance
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By managing risk through systematic portfolio construction methods, all biopharma stakeholders can lower the cost of capital and improve risk-adjusted returns, bringing more capital into this important sector
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Better financing structures and business decisions will help bring more therapies to patients faster and, ultimately, cheaper

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BIO, QLS, and Informa Pharma Intelligence have released a new report on clinical development success rates covering 2011-2020

The report includes comparisons of success rates across indications and modalities, regulatory factors, and predictive factors driving successes and failures in drug development. This new data will help shape risk profiles and valuation metrics across investment and...

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