#data prep

[neilsblog]

Why Data Preparation Tools Are the Backbone of Modern Business Intelligence?

Raw data is a pure kind of data that comprises a wide range of information. However, raw data is gathered from many sources and might have a variety of forms, schemas, and data types. As a result, it cannot always be relied on for precise data analysis. Here is where the Data Preparation Tool comes into the picture. Data preparation is preparing raw data for future management and analysis. The…

[kittykatninja321]

what’s crazy is that just a year ago I was using the data on the CDC website to research HIV statistics/history for a college project, and right now someone who got the same assignment I did might be having a much harder time with that project because that information is being censored by the government

[thisapplepielife]

I've decided to do NanoWriMo for the very first time. I thought about it, like a million years ago, but have never attempted it.

This year, I looked at the rules to see if you could continue an ongoing WIP, and that seems to be fair game now, so I'm gonna use this time to (try) and finish the Steddie fic I'm working on. I'll be NaNo Rebel. I don't mind.

I don't actually know if it will require 50,000 more words. But at least working towards fleshing it all out, and maybe even finishing it, will be the goal for the month.

I made myself a spreadsheet. It's pretty basic, but I like data. (I once took up running just because I liked the data of it. Don't ask, lol.)

If anyone else wants it to use it, it's located here, and it is for Google Sheets. It is only for a goal of 50,000 words. Since I made it for me, I didn't think to build it around changing to a different goal. Sorry!

It was designed for me to just glance at the current Word Count in my Google doc at the end of the day, and plug that into the C Column. If you use multiple docs, or something else, this might not work for you as easily.

You'll need to go to File>Make a Copy before you'll be able to edit it. You'll only need to enter numbers in C Column every day. Everything else will populate. And if you're going rogue like me, just put your current starting word count as of Nov 1st in B2 instead of 0, and everything else will shift to get you to 50,000 new words at the end of the month. (Doing that will make it look to be in the negative until you enter the first day's end word count in C2.)

Happy writing! ❤️

(PS: If anything is wonky, just holler. I've tested it, but not used it for a full month, so I could have totally missed something.)

[volfoss]

Everyone loves me and I'm so so so employable<- affirmations

[alienaiver]

not experiencing writers block, sadly. its the beast's twin, life block. where i simply am physically unable to sit by a keyboard and in this essay i would,

[savage-rhi]

😀

[neilsblog]

Master Data Management Meets AI: Enhancing Data Quality and Efficiency

In today’s data-driven world, organizations are constantly seeking ways to optimize data management processes. Master Data Management (MDM) plays a crucial role in ensuring that enterprise data is accurate, consistent, and reliable. As the volume and complexity of data continue to grow, MDM solutions are increasingly integrating machine learning algorithms to automate and enhance data preparation…

[orcelito]

Worst thing about having taken business classes is that I see people complain about bullshit companies are pulling and a part of my brain goes "Oh, that's an effective tactic for cost reduction" or something around those lines. And then the part of my brain that is Not a wannabe businessman is just like "Bro."

[omoghouls]

Playing the game of "Using school computer to look at tumblr" like it's 2013

[noballoonsinspace]

PSA Spotify wrapped does not actually show you your past year of activity. Its only ten months of data. It stops tracking in October. November and December do not count towards anything. It’s all a lie.

[pierswife]

Literally about to do so much sit around and do nothing today since my boss isn't here today >:3c

[acornhim]

Mastering Domain II of the RHIT Exam: Access, Disclosure, Privacy, and Security

Mastering Domain II of the RHIT Exam: Access, Disclosure, Privacy, and Security

Earning your Registered Health Information Technician (RHIT) credential is a big achievement. It shows you have the knowledge and skills to handle health information with care; making sure it’s accurate, secure, and confidential. One of the most important parts of the RHIT exam is Domain II: Access, Disclosure, Privacy, and Security. In today’s healthcare world, where so much information is stored digitally and privacy rules are more complex than ever, this domain tests not just what you know but how well you can apply it to real situations.

What Is Domain II?

Domain II is all about understanding how health information is accessed, shared, and protected. It covers the laws, policies, and procedures designed to keep patient information safe while making sure the right people can access it when needed. This includes important topics like HIPAA regulations, how to properly release information, ways to protect data, how to respond if there’s a breach, and how to ethically handle sensitive patient information (Sayles, 2020).

In today’s world of electronic health records (EHRs), telehealth services, and health data sharing across systems, keeping information secure and private is more important than ever. Mistakes or breaches can put patient trust at risk and even lead to legal trouble. That’s why Domain II is designed to make sure you’re ready to protect patient information in both paper and electronic formats, no matter where you work (Sayles, 2020).

Key Focus Areas

1. Legal and Regulatory Requirements

Understanding the laws around health information is the foundation of this domain. You’ll need to know the ins and outs of HIPAA, especially the Privacy and Security Rules, which govern how protected health information (PHI) can be used and shared. The HITECH Act also plays a big role, expanding HIPAA’s reach and adding breach notification rules. Since state laws sometimes have stricter privacy requirements than federal ones, you’ll also need to know how to handle those differences. And don’t forget patient rights patients have the right to see, amend, or limit access to their health records. Finally, you should understand how to deal with legal requests like subpoenas or court orders properly (Sayles, 2020).

2. Access and Disclosure Policies

This section covers how you control who gets to see health information and under what conditions. You’ll learn when patient authorization is necessary and how to document it correctly. You’ll also need to understand the Release of Information (ROI) process, knowing who can receive information and how to track those requests carefully. The Minimum Necessary Standard is key here; it means only sharing the smallest amount of information needed for a specific purpose, reducing unnecessary exposure. Special care is needed when dealing with sensitive records like mental health, substance abuse, reproductive health, or HIV/AIDS data, as these often require extra protection  (Sayles, 2020).

3. Health Information Security

Protecting health data isn’t just about rules it’s also about putting the right safeguards in place. This part dives into administrative safeguards like policies and procedures that show how an organization follows HIPAA’s security requirements. You’ll also study technical safeguards such as passwords, role-based access controls, audit logs, and encryption, tools that keep electronic health records secure. Physical safeguards are just as important; these include things like controlling who can enter facilities, securing workstations, and properly disposing of paper records. Regular security training helps staff stay aware of risks and best practices, reducing mistakes that could lead to breaches. Finally, you’ll learn how to handle incidents like data breaches, including how to report and respond to them quickly and effectively (Sayles, 2020).

4. Data Integrity and Confidentiality

Keeping records accurate and trustworthy throughout their lifecycle is essential. You’ll explore how to handle amendments and changes in a way that maintains data integrity. Regular data audits help spot unauthorized access and keep things transparent. Strong confidentiality policies ensure only authorized personnel can access PHI, and conducting risk assessments helps identify weak points and plan for better protection (Sayles, 2020).

5. Professional Ethics and Responsibilities

Being an HIM professional means more than just following rules, it means living up to high ethical standards guided by the AHIMA Code of Ethics. This code highlights the importance of advocating for patients, protecting their rights and dignity every step of the way. It also stresses honesty and integrity you should never do anything that might compromise the confidentiality or accuracy of patient information. Good professional judgment is crucial, especially when facing tough or unclear situations. And finally, managing conflicts of interest means making sure your personal or financial interests never get in the way of your professional responsibilities (Sayles, 2020).

Tips for Studying Domain II

Mastering Domain II isn’t just about memorizing facts it’s about thinking like a compliance officer, a privacy advocate, and a leader in health information management. Here are some tips to help you prepare:

Use case-based learning: Work through real-life scenarios, like handling information requests from family members or law enforcement, to see how the rules apply in practice.

Create flowcharts: Visualize complex processes such as release of information, breach response steps, or who can access different levels of PHI.

Take practice exams regularly: This will sharpen your recall and help you develop the reasoning skills needed for tricky questions.

Stay current: HIPAA and healthcare privacy laws evolve, especially with the rise of telehealth and new security threats. Keep up with changes so your knowledge stays fresh and relevant

Final Thoughts

Mastering Domain II of the RHIT exam is about more than passing a test it’s about becoming a trusted guardian of patient privacy and health data security. When you’re well-trained, aware, and ethical, you help build a safer, more effective healthcare system for everyone.

Remember, every policy you learn and every scenario you practice impacts real people. Patients count on professionals like you to handle their information with care, competence, and respect. Take that responsibility seriously, and you’ll be well on your way to success not just on the exam, but in your career as a Health Information Technician.

References

American Health Information Management Association. (2023). RHIT certification exam content outline. AHIMA. https://www.ahima.org/media/x3opwug4/rhit_contentoutline_09_2023_final-1.pdf

Sayles, W. L. (2020). Health information management technology: An applied approach (5th ed.). Elsevier.

[neilsblog]

Enhancing Data Preparation with Machine Learning and Cloud-Based Tools

[intertwined-dave-and-bambi]

I've come to make an announcement. Shadow the hedgehog-

So I've come up with this DnB based story. It sorta has nothing really to do with the franchise besides Expunged, Bandu, and Dave but-

The story is in my opinion darker then SnST (if you follow my other blogs or something) or TCaH. If you guys are interested in hearing more about it or me actually writing it and finishing it for once then I guess let me know.

[a2zsportsnews]

Job Posting: Prep Baseball - Data Engineer

Prep Baseball Data Engineer About Prep BaseballPrep Baseball has evolved into one of the country’s biggest and most respected independent scouting services, with a singular focus of providing comprehensive year-round coverage in every state we are in. The mission of Prep Baseball is to scout and promote amateur baseball and, ultimately, help athletes achieve their dreams of playing baseball at…

[discoknack]

I wanted to cut my hair and paint but instead I made orange muffins.