Data Services In Raleigh NC At NW Database Services

Five Data Quality Best Practices

There are many ways to determine data quality, as we have already discussed. We can all agree that high-quality data is those that are suitable for their intended purpose in operations, decision-making or future business planning.

Good Data Governance

A solid data governance framework is the best way to ensure data quality. A good data governance framework includes well-crafted data policies and standards that have been developed with input from senior management as well as other stakeholders. This should be monitored by a data governance group. A solid governance framework gives data management a sense of control. Data quality becomes a process, not a job. This makes it easier for you to identify when data quality is not up to the standards. To identify, track and resolve data quality issues, you might consider introducing a data quality log.

Regular Data Cleaning

Data analytics is incomplete without data cleaning. However, data cleaning should not be done before you begin an analysis. Regular data cleaning is part of your business ‘housekeeping. This includes removing outliers and unwanted observations, correcting structural errors, and addressing missing data. This helps to identify potential problems before they become serious. This process also allows you to find better ways to store and collect your data, improving the overall quality of your data from the beginning.

Data Profiling

Data profiling is an essential part of any quality management data analyst’s job. Data profiling is the process of looking at data sources in order to gather statistics and insights. Although it sounds similar to data analysis, it is not the same. Data profiling, on the other hand, looks at data at a deeper structural level, in isolation of its intended uses. Data profiling can help improve data quality in many different ways. It can be used to detect poor capture techniques or help you decide if the data quality is sufficient for a task before you import it into a database.

Support for Cross-Departmental Collaboration

High-quality data can only be achieved through structure and processes. One thing that many people forget is the input from all levels of the business. Many people view data analysts as the data “gatekeepers”. This is true in some cases, but data quality can be so subjective that it requires at least some support from people who are not data-driven. Manager input will be helpful in creating key performance indicators (KPIs), that are relevant to everyone. Many businesses also use multiple data sources. Senior management can help solve problems as they arise.

Data Quality Reporting

All of the activities should be recorded and reported on regularly. This will help you to measure your data quality KPIs, and it will also shape your data quality issue log. This is essential for documenting and hopefully! This is essential for documenting and (hopefully!) solving problems. Data quality reporting helps to identify common themes in how your data is collected, stored, and processed. Transparency about data quality governance is also provided by reports. This builds trust among team members. These reports can also be provided as interactive dashboards and visualizations.

Northwest Database Services has 34+ years experience with all types of data services, including mail presorts, NCOA, and data deduplication. If your database systems are not returning poor data, it is definitely time for you to consult with a data services specialist. We have experience with large and small data sets. Often, data requires extensive manipulation to remove corrupt data and restore the database to proper functionality. Call us at (360)841-8168 for a consultation and get the process of data cleaning started as soon as possible.

NW Database Services
404 Insel Rd
Woodland WA 98674
(360)841-8168

Raleigh is the capital of North Carolina, and also the seat of Wake County. It is second in North Carolina after Charlotte. Raleigh is the tenth most populous city, 41st largest in the U.S. and the largest in the Research Triangle metropolitan area. Raleigh is also known as “City of Oaks” because of its abundance of oak trees that line the streets. It covers an area of 147.6 square miles (382 km2). According to the U.S. Census Bureau, the city had a population of 474,069 at the 2020 census. It is one the most rapidly-growing American cities. Raleigh’s name is after Sir Walter Raleigh who founded the Roanoke Colony, which is now part of Dare County.

History

Raleigh is an example of a planned American city. The area was selected as the location for the U.S. state capital after the American Revolutionary War, when the country gained independence. It was incorporated as such in 1792. The original layout of the city was grid-like, with the North Carolina State Capitol in the middle. The city was spared any major battle during the American Civil War. The Union won the city in the final days of the war. It struggled to deal with economic hardships during the postwar period. These included the reconstitution and over-reliance on agriculture, the reorganization of labor markets, and the social unrest that accompanied the Reconstruction Era. Tens of thousands of jobs were created in science and technology by the establishment of Research Triangle Park (RTP), in 1959. Raleigh was one of the fastest growing cities in America by the beginning of the 21st century.

Climate

Raleigh, like much of the Southeastern United States has a humid subtropical environment. The winters are cool with an average January mean temperature of 41.9 degrees F (5.5 degrees Celsius). There are an average of 69 nights that fall below freezing and only 2.7 that rise above freezing. Raleigh experiences an average annual rainfall of 46.07 inches (117.0 cm). The chart below shows the annual and monthly temperatures and precipitation data, which are based on climate data from 1991 to 2020. February has the lowest precipitation, at 2.78 inches (70.6mm) on average. The year’s precipitation is evenly distributed, with an average of 2.78 inches (70.6 mm) of rainfall. This is due to the risk of heavy rains from tropical weather systems, which are mainly in August and October.

Demographics

The city was home to 467,665 residents, 188,412 families, and 104.848 families as of 2020 United States Census. The population of Raleigh was 474 708 according to the American Community Survey 2019. An earlier estimate had put the number at 474 069. Raleigh was home to 276,093 people (July 2008 estimate: 380,173), and 61,371 families. The population density was 2,409.2 per square mile (930.2/km2). At an average density 1,053.2/square mile (406.7/km2), there were 120,699 housing units.

Transportation

GoRaleigh, formerly Capital Area Transit, provides public transportation within Raleigh. It operates 33 fixed bus routes including the R-Line as well as the Wake-Forest Loop. There are 33 routes. However, some routes can be extended to serve multiple routes. The number of routes that are available depends on when it is, and what day it is, and can range from 5 to 29 depending on which day it is.

Top Businesses

Raleigh’s industrial base is made up of financial services, electronics, medical, electronic, and telecommunications equipment as well as clothing and apparel, food processing and paper products. Raleigh is located in North Carolina’s Research Triangle. This research park is one of the largest and most successful in the United States. It is also a major hub for high-tech, biotech, advanced textile development research. It is both a major eastern North Carolina retail shipping point and a wholesale distribution point for the grocery sector.

Raleigh NC Map