Mr. Seaman says his years at the family company also taught him that he wanted to build a chain with clean, standardized stores like another retailer he admired, Gap.
While SoundCloud was truly special a few years ago, and still hosts remixes and mixtapes you can't hear elsewhere, the rise of clean, standardized legal streaming music services like Spotify has reduced its value proposition when it comes to big name artists.
LearnSprout, a recent graduate of the education-focused startup accelerator Imagine K12 wants to help both schools and developers unleash those opaque educational data silos with the help of a few clean, standardizing APIs.
Clean, standardize and harmonize data, as well as provide quality control, so that analyses can be conducted using common algorithms and pipelines.
Data holds incredible potential for recruiters, especially if it can be cleaned and standardized across schools.
If your data is coming from a variety of sources, or if it hasn't been cleaned and standardized into a consistent set, you won't get value from any analytical exercise.
Prior to any converting or geocoding, addresses were cleaned and standardized using ZP4 address correction software without the LACS database (version expiring April 1 2009; http://www.semaphorecorp.com).semaphorecorp.com
We also cleaned and standardized the addresses in the E911 table using the ZP4 address correction engine, and then performed case-insensitive string matching to match self-reported addresses to pre-E911 addresses for conversion.
We first cleaned and standardized addresses using ZP4 address correction software with the LACS (Locatable Address Conversion System) database (version expiring 1 April 2011; Semaphore Corporation, Monterey, CA, USA) and then converted additional rural route boxes to street addresses using Enhanced 911 address conversion tables (Vieira et al. 2010).
Due to the high impact that non-standardized structural data can have upon a model's predictive reliability and overall reproducibility, our first task was to clean and standardize the DrugBank dataset [49 51] as described in the "Methods" section.
With modern data orchestration software's ability to clean and standardize data, a wealth of data visualization tools and a focus on making data-driven decisions today rather than merely reporting on what happened in the past, I believe the dawn of the modern marketing data scientist has arrived.
