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The use of multiple instruments increases the complexity of data handling.
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These include the general management of data, handling different linkage scenarios, the management of routine, on-going linkage (and the complexity of storing and handling changing data), the need for automation and the ever present need to accommodate larger sized datasets.
"This is ongoing to improve data collection, recording of data, handling of equipment, shark handling and communications.
These statements are rarely read, are often confusing and can't hope to capture the complexity of modern data-handling practices.
Given this unpredictable data environment, the complexity of data analysis has increased exponentially.
The complexity of data validation is described.
Small and medium-size businesses are often intimidated by the cost and complexity of handling large amounts of digital information.
The complexity of handling the back end can stay hidden in services and integration tools.
"We didn't realize the complexity of handling the services it was a complete disaster," says Bonnell.
"As the volume and complexity of networks has grown, the data handling and analytics required have become so complex that traditional network management tools have been unable to scale and innovate," said Avi Freedman, the Co-founder and CEO of Kentik.
Whole-genome MPS remains prohibitive in terms of cost, throughput, data handling and bioinformatic analysis complexity, as well as challenging clinical interpretation and raising many issues around the ethics of reporting results.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com