Role of Software Developer/Engineer
Less than 50% of developers claim this responsibility, supporting the idea that the role of software developers extends beyond writing code.
As organizations move security, testing, governance, and
even marketing and finance early in the application lifecycle, developers are
overwhelmed by continuing to shrink their delivery timelines, and data quality
is “correct” to the development team. Often it remains “hope”.
Among other important discoveries, the biggest problem
facing development teams is the inconsistency in the data they need to utilize,
followed by incomplete and outdated/incorrect data. Duplicate data, last year’s
top option, fell to fourth place this year. Incorrect field data and
international character sets conclude the category.
Due to these data issues, survey respondents said they spend
about 10 hours a week building new applications and addressing data quality
issues.
Despite these issues, about 83% of respondents claim that
their organization is data-savvy or data-aware, and only the rest are
data-savvy (15%). It states that it is data-driven (about 2%).
David Lyman, the publisher of SDTimes, said: “As the world
advances data privacy and governance, seeing organizations still failing to
maintain data should be a wake-up call for the industry as a whole.”
James Royster, Head of Analysis at Adamas Pharmaceutical and
Senior Director of Analysis and Data Strategy at former bio pharmacy company
Celgene, said the major problem organizations face with data is “thousands of
nuances” in large amounts of data. I said it was.
Royster gave the example of IQVIA, a healthcare data
connectivity solution provider. The provider collects data from more than
60,000 pharmacies, each dispensing hundreds or thousands of drugs, sera, and
more. What’s more, they serve hospitals and clinics. So he explained, “There
are millions of potential error points.” Also, for a company to create these
datasets, it must have the developer write code that puts these datasets
together in a way that the company can digest. And that’s an ongoing process.
“That is, there are millions of potential problems, whether it’s code changes,
code updates, or data collection.”
However, data issues do not only occur in large
organizations. Small businesses also have data problems because they don’t have
the resources to properly collect the data they need and monitor changes other
than letting someone in the database know that something in the data has
changed.
As an example, small businesses may use forms to collect
user data, but many users provide bad data to avoid unnecessary contact. The
problem is, “No one checks it, aggregates it, or applies any logic. What this
should be. It just comes in … it comes out. And, If the incoming data is
incorrect, the outgoing data is incorrect. “
Report: 75% of developers say they are responsible for data
quality.
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