Feature Requests

Salary discussions often become confusing when people compare annual earnings without considering deductions. The phrase 100k after tax in UK https://aftertax.org.uk/100k-after-tax/ raises an important question about the difference between gross salary and actual take-home income. Understanding this difference helps people make more realistic financial decisions. In the UK, income tax and National Insurance can significantly affect the amount received each month. The final figure depends on factors such as tax bands, personal allowances, and individual circumstances. A salary of £100,000 before tax is not the same as receiving £100,000 after tax. People should also consider pension contributions and other deductions when estimating their monthly income. These details can make a noticeable difference to a household budget. Living costs are another important part of the discussion. Housing, transport, food, and utility bills can vary considerably between different parts of the country. Someone living in London may face different expenses from someone living in a smaller town. Family responsibilities and personal spending habits also influence how far an income can go. Comparing salaries without considering these factors can create an incomplete picture. It is useful to calculate annual earnings alongside monthly take-home pay. This makes it easier to understand how much money is available for regular expenses. Tax rules can change, so calculations should use the rates that apply to the relevant tax year. Official guidance can help people understand allowances and deductions more accurately. People planning a career move may also want to compare benefits, pension arrangements, and working conditions. A higher salary does not always mean a proportionally higher amount of disposable income. Clear information helps people assess opportunities based on their actual financial needs. It also encourages more meaningful conversations about earnings and the cost of living. Ultimately, understanding the difference between gross pay and net pay provides a better foundation for financial planning.

Associate NPI numbers with person data. This enables us to search and locate a high value customer. https://npiregistry.cms.hhs.gov/search

Since names are put in lowercase for searching, it makes displaying names with abnormal capitalization difficult. For example acme co cannot become Acme CO with a simple Title Case or proper capitals of Coeur D'Alene, ID or Coeur D'Alene Street is not easy without inside knowledge.

employee_count and other Company Insights fields are skewed for companies like Upwork and Airbnb that have a large number contract and temporary workers. Improving or adding tagging for part-time employees would help to provide a more accurate employee_count

Please consider including each person's volunteering experiences from their LinkedIn page - thanks!

Good digital growth often begins with understanding how people find and evaluate a company online. For businesses in competitive industries, construction company seo services https://pearllemonseo.co.uk/industries/construction/ can be one part of a broader effort to improve that visibility. But the more interesting question is how useful information can be organized and turned into meaningful insights. People Data Labs’ feedback community focuses heavily on improving the quality, coverage, and usability of data. Many discussions revolve around making search results more accurate and easier to work with. This kind of feedback shows why data quality matters beyond simply collecting more records. Accurate company information can make research more reliable and reduce unnecessary manual checking. The same applies to person data, job information, locations, and other fields used for analysis. Users also frequently suggest improvements to APIs and dashboard functionality. Better filtering can make it easier to narrow down large datasets and identify relevant information. Data enrichment is another area where consistency can have a noticeable impact on workflows. When information is incomplete or outdated, even a well-designed process can become difficult to manage. That is why requests for improved coverage and validation continue to appear in feedback discussions. The roadmap also reflects interest in technologies, job postings, company information, and profile updates. These areas can provide useful context when businesses are trying to understand changing markets. A strong feedback system gives users a practical way to point out gaps they encounter. Voting and discussion can also help identify which improvements are most valuable to the wider community. Not every request needs to become an immediate feature, but recurring patterns are worth paying attention to. The most useful platforms tend to evolve by listening carefully to those patterns. For users, clearer data and better tools can make everyday research considerably easier. For developers, reliable APIs and meaningful fields can reduce friction when building applications. For analysts, improved coverage can lead to more dependable conclusions. Ultimately, useful data is not just about quantity but also about accuracy, context, and accessibility. That makes ongoing feedback an important part of building tools that remain practical as needs change. A thoughtful approach to data improvements can benefit both the people using the platform and the systems built around it.

Add additional coverage to the Person Dataset that includes healthcare workers.

Expose a data attribute or attributes that help an HR platform determine if a candidate is likely to change jobs soon. Examples might include: 1) Have they recently updated text in their resume? 2) Have there been layoffs at their company? 3) Has their manager departed the org? 4) Have they been at the company for longer than their average tenure at a company?