Predicting hospital readmissions and underlying risk factors of Lung Cancer with Machine Learning

Readmission after pulmonary lobectomy is a frequent challenge for hospitals, healthcare plans, and insurance providers. Readmission is a condition when a patient is admitted to a hospital for any reason within 30 days of discharge from their hospital. Re-occurring problems and readmissions have been a major issue in the healthcare system. Readmissions are often costly; however, their findings can be incredibly beneficial for both the public and healthcare industries. With this in consideration, to improve Americans’ healthcare, Hospital Readmissions Reduction Program (HRRP) was brought in motion by the Centers for Medicare & Medicaid Services (CMS). This program penalizes hospitals with excessive readmissions.

Allwyn is developing a machine learning based approach to reduce readmissions by recommending data-driven preventive actions prior to a lobectomy procedure. This approach can be used by various organizations such as hospitals or healthcare companies to take proactive measures and circumvent readmissions by predicting:

  • The probability of a patient’s readmission
  • Underlying risk factors

We will be sharing the challenges with Data Exploration and Engineering, followed by our Strategy and its impact. Follow us on LinkedIn as we share our approach in the coming weeks.

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Tired of managing multiple properties? Maybe there is a solution

The rate of home ownership in the USA is expected to fall to 50 percent by the year 2050. A migrant population and change in the perceptions of young people regarding real estate to save their money is the main cause for this trend. Landlords can capitalize on this trend as it will certainly lead to an increase in the rental yields. However, they might face a number of issues related to the management of their property. One of them is tracking rent payments. Here are some of the issues we have noticed:

Managing Multiple Properties/Tenants

Many landlords now own multiple properties and depend on rents earned from them for their livelihood. Tracking rental payments from multiple tenants can be a hassle as some tenants make delayed payments.

Payment tracking

Tenants mostly make their payments through channels other than cash like checks and direct bank transfers. Landlords need a well-planned digital system to track their payments and manage their finances in a streamlined fashion.  

Repair Management

It is the duty of the landlord to conduct repairs to the property and solve other problems raised by the tenant. Keeping track of these concerns and managing the resolution can be a tiresome process, especially when multiple properties are involved

What is the solution?

A good solution to the issues faced by landlords is a software product offering custom digital solutions. Custom-built features embedded into such software should facilitate easy management of properties.

OneRoof from Allwyn Innovations is one such software product that will make life easy for landlords. OneRoof is a ‘customer relationship management platform’ in the cloud that allows landlords to access all documents at one place and manage crucial information that assists them in managing multiple properties, tracking rental payments, and conducting repairs.

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Allwyn Corporation Wins Technology Leader Award for 2018

Allwyn Corporation’s CEO – Ms. Madhu Garlanka won the Technology leader award in the Dulles Regional Chamber of Commerce’s annual business awards for 2018. Theawards were announced at the “Stars Over Dulles” Awards Luncheon event held onDec 5th at Crowne Plaza Dulles Airport in Herndon.

The annual awards recognize the companies andorganizations operating in Dulles region that have exhibited outstandingperformance. Every year, the awards are announced in areas ranging fromleadership in running a small business to demonstrating exemplary corporatesocial responsibility. All the award winners were presented with CongressionalRecord recognition by the office of the Congressman for D-VA 11th District anda Congressional Proclamation by the office of theCongresswoman for R-VA 10th District.

The award demonstrates the efforts of Allwyn Corporation in contributing tothe local economy and improving the quality of life people affected by itsoperations. It also demonstrates Madhu Garlanka’s abilities in leading theorganization toward success.



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Expanding your horizons and your audience

We know that building a website on your own can be messy. We don’t expect business owners to be experts in web design and we would hope that you don’t expect web designers to be experts in business!


As the world is rapidly growing more connected through the exponential growth in the use of websites and social mediait is of the utmost importance to build an online presence for small businesses and startups. A website is the easiest way to increase word of mouth recognition for your brand, expand the audience that you reach and increase sales.

Maximize your website with google ad words as a means of making each google search efficient and generating more hits for your site- making it the most effective marketing decision for your company without the fees of a professional marketing team.With the Allwyn google ad words package, you pay-per-click (PPC) instead of paying a flat fee to give you more bang for your buck.

Allwyn is for everyone!


Are you a nonprofit organization struggling with updating your website with new events and ways to donate?

Let our team at Allwyn update your site for you, add a directory and credit card integration as a way to accept online donations.

Businesses, big and small

Are you a business trying to reach more people or trying to limit spam form submissions?

Allwyn can help create and market a website for you and secure your form submission page.

Tired of trying to use social media to market?

We have the solution for you! Let Allwyn highlight key points and create the best fit google ad words to bring more attention to your hard work.

Marketing, Sales, and Branding

The Internet is an absolute necessity as far as where we advertise the brand. A website is necessary for giving the brand legitimacy. These days, handling a brand without a website is like your business is not global. It works very well as a Sales CRM to Multi-brand on a single website.

So let us here at Allwyn Corporation handle the website, and create effective google ad words to increase your business’ online brand and notoriety.We also work to help small businesses create the necessary software for their industry and nonprofits create a website conducive to their cause.

Feel free to contact us at (703)435-4248 or drop us a line at



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AdWords PPC Campaign: Boost Your Online Presence for the Long Run

One of the best ways to run a successful online marketing campaign is to integrate a Pay-Per-Click (PPC) advertising solution. And it only makes all the more sense to use Google AdWords (Google’s very own PPC advertising solution) given the popularity of the search engine all over the world.

AdWords go a long way in improving your website’s online presence. What basically a PPC program does is grab the attention of people online at the very moment they are searching for a product or service like yours. Every time a user runs a Google search for a business that’s homogenous to yours, Google will display your ads in the search results, thereby paving the way for more organic traffic. By letting you choose your target audience in terms of interest, geographical area etc., a PPC campaign will ensure a better lead generation making your online presence more worth the while.

AdWords can also help you promote your business outside of Google search. AdWords will display your ads on the Google Display Network (GDN), which is made up of thousands of websites from across the globe, thus giving you the opportunity to reach to even more potential customers.

The working mechanism of Google AdWords is quite simple. Website owners will only need to pay when someone clicks on the ads to visit their websites. The PPC campaign works best with SEO – helps bring traffic to your site in the short term and enhances your business’s online presence for the long run.

Our team can help setup, configure and manage a Google AdWords package custom to your website’s needs.

Check us out at or

Drop us an email at and we will work with you to get your site up and running in no time!

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In College? Need an Internship?

Here are 5 steps and a tool that can help you

Summer is fast approaching and the journey from academia to workspace can seem daunting, but it doesn’t have to be!

We have all been in that place where there are more questions than answers…

  • Who to approach for a Job?
  • What are the skills that a Company might look for?
  • Where can I find a local employer?
  • How do I get a job in my area of study?

Below are 5 easy tips that you should consider when preparing for local internship opportunities

  1. Professors and Career Counselors

They already know you and your interests and are in the best position to point you in the right direction – which could be with local employers they are familiar with or job sites that have opportunities that meet your needs

Professors and Career Counselors can also act as your references in case an employer wants to know more about you. This is a great first step into you the world of employment!

  1. Job Fairs

College or local job fairs are some free resources for you to discover which employers are hiring and interested in your skill set. You will get the opportunity to interact with several employers at one place, which otherwise could be a very costly and time consuming exercise. Your interaction with the employer is face to face. You get a chance to build your rapport and impress them with your skills and knowledge.

Online resources that provide national job fair information include National Career Fairs ( and the National Association of Colleges and Employers (

  1. Soft Skills

Soft skills are personality traits and interpersonal skills that directly affect your relationships with other people —specifically interpersonal skills, the ability to manage and control your emotions, communication skills, leadership, adaptability, and problem solving.

Interacting with peers and employers at Job fairs will let you develop and hone your soft skills. Keep working on it!

  1. Local Community

Be open to joining groups or communities that can help enhance your reachability. These groups can just be coffee conversations, roundtables in the park, or any other event where you’d be comfortable. Check out the site first to see if there’s a group you may already want to be a part of, but if there isn’t, don’t hesitate to start one.

  1. Online Tools

Another great way of connecting to potential employers is through social media. Products like Facebook, Twitter and LinkedIn provide a pathway for applicants and employers to find each other.

To find something local, use platforms like GetaJob ( which is helping in minimize the gap between employers and job applications in the Dulles Virginia area. It’s a platform that was developed in collaboration with the Education & Workforce Committee of Dulles Regional Chamber of Commerce, so that it meets all the local employer/student requirements.

Students, with no or limited experience in the Dulles area may increase their chances of employment by being more visible, accessible, and credible to the local community needs. The team at a GetaJob has extensively on-boarded local employers who have posted their job requirements in the portal.

You can use your Facebook or Google account for a quick and simple sign up. The profile setup should take you less than five minutes to create and there is a resume builder that can help you create a resume from scratch if you need help.

As a job seeker, it takes very little time and effort to broadcast your skills and experience and your willingness to seek out job opportunities. The process has to start with YOU! The jobs and internships will not seek you out, you have to put forth the effort to find them. All of these steps will help you get that much closer to your employment goals.

That’s all for now folks. Be determined and know that there is a job out there waiting for you to reach out. Do check us out at

Good Luck!

Author: Allwyn Innovations

In College? Need an Internship?

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Blockchain – Internet of Information to value

Trust is critical for business. Today, we trust banks to hold our money, eCommerce companies to deliver the products we buy online, and payment platforms to protect our transactions from fraud or misappropriation.

Ever wondered that if you had the right connections in bank, you could end up finding out lot of critical information about people whom you want to target or in general sense get a lot of important pre hand information about the person’s / companies financials. Even worse these banks and middle men are few and big  and if chaos has to be injected in the society, all it requires is a team of hackers or a group of corrupt people in the organization to act in bad faith and our value, specifically money in this case is in trouble.

What if we could mathematically embed trust into the very nature of transactional activities?

People are essentially trying to develop solutions to solve these kind of inherent problems  and  this is the genesis of block chain.

Welcome to Blockchain!

Blockchain is a distributed (decentralized) digital network that enables the exchange of value or the ability to confidently share data—including financial assets and contracts—in a secure environment .By design, blockchain builds trust into every transaction and shared data source, enabling greater security, cost efficiency and optimized reconciliation processes.

Block chain will enable value to be exchanged as quickly as information without any intermediaries. Information is travelling around the world with a blink of an eye however a single payment from one country to another is still relatively slow, expensive and unreliable. Even today a typical international payment takes 3-5 days to settle and there is a cost that you have to pay to the intermediaries i.e the banks involved to discharge the transcation.Worldwide, there are million dollar worth of cross-border payments made every year.

With the Internet of Value, a value transaction such as a foreign currency payment, can happen instantly without involving the intermediaries, just as how people have been sharing words, images and videos online for decades. And it’s not just money. The Internet of Value will enable the exchange of any asset that is of value to someone, including stocks, votes, contracts, music etc. The transfer is validated, time stamped and completed instantly. At last value will be able to move around the world as information does. The implications of this technology is mind numbing.

The World Economic Forum has predicted that, by 2027, 10 percent of global GDP is likely to be stored on block chain platforms.

We at Allwyn, recognize the potential of this technology and we are following the developments in this technology gearing our resources to take advantages of it as it enters mainstream of business.

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Things You Need To Research Before Investing In PMS

Investing in property management software is an important and time taking decision and it’s going to hurt real bad if you made a choice of the wrong one!!

If you’re like most property managers, you’ll rely on property management software to run your business efficiently. The software program will undoubtedly be a significant part of your daily operations and the investment is not one to be taken lightly.

But with several options out there, how do you know the perfect software for your business?

To assist you in your search for the suitable property management software, we’ve suggested these key things to research before you invest in a Property Management Software.

Plans for Development

Think of how you intend to develop the property management business. If you’re acquiring property management software in the initial stage of your company, consider options that are designed to handle new clients/business as you acquire more properties later on. In the same manner, contemplate on how you’ll be adding to your portfolio. Most software companies bill per unit, while some charge per concurrent user (the number of users accessing the software program at a time). If your units will increase much faster than your staff strength, then evaluate the true total cost of both options.

Inquire on how the Software Works

A quick shift in mindset can go a long way in helping you make the right choice. For instance, inquiring how the software manages any given function rather than simply asking if it can or not, enables you as a new user to have a much better understanding of the software’s features and functionality. Several software companies provide similar functionalities, but they’re not all the same in the way you perform each task. Ensure that your property management software can upload, organize, and download crucial documents of your property under predefined categories.


Whenever you acquire a software program off the shelf, it’s going to have some pre-defined functionalities. The question now is, how much room do you have to modify the system to your needs and business process? Whether it is possible for you to create custom-made categories, depending on your preference and place your documents accordingly. You can actually label documents with related websites, for quick information access and even save notes associated with the document. Software companies who have acquired outside service providers, instead of developing programs themselves may require a complex process to modify because several modules have already been piecemealed together. Search for software provider who is actively developing the software on their own and providing you with updates and latest features regularly.

Software Security

When thinking about investing in certain PMS software, it is important to study how confidential customer information will be secured and if it prevents illegal access to company computer systems and databases. The product needs to be perfect for setting specific limitations to ensure that only duly authorized employees to have the permission to access sensitive data.

Ease of Use

You will find a plethora of software’s promising to be the right one to manage your property. Most of them will have a lot of features and cumbersome applications which will deliver often more information that is required. A house is the most expensive and complex thing most of us will ever purchase so make sure you don’t end up spending time and money on something that further complicates managing the same. Look for property management software that’s really easy to use and intuitive.

Managing real estate business will never be the same when you have the ideal software package that is very crucial in developing your business. Every property management software program is built to simplify management operations resulting to providing improved services, increases your income and saving your time.

Whether you’re just getting started or planning to switch from your present provider, these key things will help you pick the right property management software and ensure you’re making the perfect decision to back your business.

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