The Impact Of Compas Algorithm In Real Estate: A Case Study Of New Lambton Heights

The use of technology in various sectors has become widespread over the past few decades. One significant development in the tech scene that has been vital in making decisions is the algorithm COMPAS (Correctional Offender Management Profiling for Alternative Sanctions). This software uses data and a set of calculations to predict the future, specifically, future criminal behavior. Despite its controversial use in the justice system, the COMPAS algorithm is proving to be a useful tool in diverse sectors, including real estate.

Real estate is a sector often dependent upon decision making that takes into account various factors. It includes assessing property values, determining potential growth in particular areas, and making predictions about future market trends. These factors are crucial in determining both the price of properties and the potential return on investment for property buyers.

Real estate New Lambton Heights offers an interesting example of how the COMPAS algorithm can be utilized in the property industry. New Lambton Heights is a residential suburb located in the city of Newcastle, Australia. Property in this area is highly sought after, making decision-making and future property predictions crucial for real estate players operating in this area.

The COMPAS algorithm can aid in predicting future property values in New Lambton Heights by analyzing a vast array of data. This data can comprise past property values, economic indicators, demographic trends, and much more. The algorithm learns from this data and makes predictions accordingly. This automated decision-making process can drastically reduce the time and effort required for real estate professionals to make informed decisions.

However, a careful approach must be recognized when utilizing COMPAS to avoid reproducing existing biases that might be inherent in the dataset. It’s critical to realize that while algorithms can be highly useful for prediction, they learn from past data and can only predict the future based on past trends. Therefore, in volatile environments, where unpredictability is high, reliance on algorithms like COMPAS may not be advisable. Appropriate caution and human oversight are required to effectively utilize this tool.

Moreover, while COMPAS can analyze tens of thousands of properties in minutes, it’s still critical for the people in charge to understand the data being used and the type of results it generates. Thus, having a systematic approach to reviewing the algorithm’s predictions can prevent potential issues and misinterpretations.

With these considerations in mind, the utilization of COMPAS is a powerful tool for companies dealing with real estate New Lambton Heights. It is enabling faster, more accurate decision-making processes that could dramatically improve operations and efficiency. Nonetheless, it’s a tool that needs to be applied judiciously, taking into account all the intricacies of the real estate market and the unique characteristics of each locale.

The COMPAS algorithm, much like other decision-making algorithms, is not a silver bullet that will resolve all challenges in the real estate sector. However, it represents a significant step forward in the use of technology to solve complex problems. It’s an excellent example of how machine learning and data analytics can aid professionals in making informed decisions.

Today, more than ever, real estate New Lambton Heights and other markets alike can benefit from advanced tools like COMPAS to navigate the complexity of the property market. This demand for tech-enabled solutions in real estate is expected to grow, diversifying the application of these tools across the sector, and shedding light on new, smarter ways to work and grow.

The Advantages And Disadvantage Of Patio Homes}

Submitted by: Rob Harding

Patio homes by definition is rather a generic term in the real estate market. It could be a condo, a garden apartment, or even a townhouse to some. In Denver, Colorado, a patio home has a common wall with another home, and the patio is in the front looking out on a common area. A patio home in Denver is considered a town home, with two or more stories, where a common wall is also shared.

A home is not always a house. The term home itself is confusing when one is seeking a house. A home can be almost anything.

The best part about owning a patio home is that there is no maintenance that will be your responsibility. A gardener is hired to do the gardening and lawn maintenance, and others are hired to keep the place clean and in working condition. Often there is a fee for this, called a homeowners fee. Again, the word home does not refer to a house. This association of homeowners may also have the right to vote on the neighbors that are trying to purchase the other units. If you do not like something about them, you may be able to keep them out.


And some patio homes are in gated communities, where there is twenty four hour security. This protects everyone from burglars, it protects their children from pedophiles, and it protects everyone from the undesirable nosey dog walker or peeping tom. It is a deterrent to all types of crime in your immediate area.

With a common wall, your neighbors could not be closer unless they lived in your unit with you. To some, this is a very desirable setup, especially if family will be moving in next door, and you need to care for them.

The common wall could also be a disadvantage. For quiet and privacy, this could be quite a nightmare of a home. You will hear neighbors talking loudly, as if you live in an apartment building. The same will go for the music heard in the other unit, and the television set, as well.

The privacy you are giving up in order to live in an almost maintenance free space may be worth it for you if you job takes you traveling away from your home for various lengths of time. Or if your position is demanding in a way that you would not have time for any garden maintenance at all, this scenario also works well. In this case, you need not worry about mowing or watering the lawn and flowers, as it will be done for you.

When you are ready to sell your patio home, the pros and cons of living there will all be brought up in discussion. You will need to praise your neighbors for being so cooperative and quiet. You will have to credit the gardener and other maintenance people for keeping everything looking clean and maintained. And you will need to convince the real estate agent you are dealing with that your unit is unique and better than other ones that may be for sale for less. This may be the trickiest part of owning patio homes.

About the Author: New Luxury Pato Homes at a great price. Quality is always the best when looking for a new home. You’ll find quality at The Fairways at Buffalo Run.


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Why Becoming A Pharmacist Means You Don’t Have To Worry About Student Loans

By J. Charleston

So you want to become a pharmacist but are not sure where to start? Unlike other careers, there really is only one way to go about becoming a pharmacist. And that is to attend a university and gain a degree. For this reason all prospective pharmacists must have fantastic study abilities as well as the commitment to see out a long six year degree.

Pharmacy is one of the most strenuous degrees to complete, however it is very worthwhile as the career opportunities are excellent. Because the degree takes 6 years to complete full time, all pharmacists are in their mid-20’s or older by they time they are qualified. This gives a person ample time to mature and be absolutely certain this is what they want to do with their life. On the upside, pharmacists earn great money, even in their first year out of university. That is what makes all the study worthwhile.

It is not unusual for pharmacists to work long hours but the pay can often reach $40 or $50 per hour, making it one of the most well paid graduate jobs. A starting salary can begin at $90,000 a year; great incentive for completing your degree and beginning your career. However money should not be the reason you choose pharmacy as a career. You must be knowledgeable at mathematics and chemistry amongst other subjects. The technical study is tough but those with the mental capacity to complete it will come out the other end with considerable knowledge and skills.

To get into pharmacy school you must have excellent high school results in chemistry, mathematics and English. If you are lacking in any of these areas then you will need to complete a bridging course or other qualifications at college before applying for a program in pharmacy studies.

What is the Average Pharmacist Salary?


Pharmacists have the respected role of helping the community with their prescription medications and other medications and treatments. A pharmacist is a trusted local person and one that the community looks up to. The extensive knowledge and wisdom of a pharmacist is often drawn upon by those in need. Your work as a pharmacist will provide many challenges and as such you will want to be remunerated accordingly.

So what is the average pharmacist salary? It is significantly higher than many other lines of work with the average salary being around $105,000. The starting salary is often $75,000. Experienced pharmacists have been known to earn in excess of $150,000 per year depending on the location of work placement.

Pharmacists have the unique benefit of being able to become fully fledged science professionals in their early 20s if they begin studying right after high school. This means you can earn considerable amounts of money at a very young age. You can also pay off your college debt considerably faster than other graduates who must persevere with a low paying graduate job, often for several years before moving up the ranks.

What Tasks do Pharmacists Undertake?

Pharmacists undertake many different tasks including the dispatching of medicines, providing advice on the usage of medicines (both prescription and non-prescription) and working with doctors to formulate the best treatment options and emerging treatments for various illnesses.

Pharmacy is one of the few fields of scientific work where you have direct access to the public. This is ideal if you enjoy talking to people and helping customers. It is not a field of work for those who prefer to be out of the public eye, although pharmacists can also take on laboratory positions if they prefer.

What are the Benefits of Becoming a Pharmacist?

Besides the high starting salary, there are other benefits to becoming a pharmacist including:

– Flexible work schedule

– Wide choice of work location – Ability to use skills to assist community and charities – Relaxed environment when compared with other health related scientific fields

These benefits are why more and more people are in training to become a pharmacist. Although it is hard work and requires significant academic skills and commitment, pharmacy is a highly rewarding career that will satisfy your desire to use your skills to help other people.

About the Author: Interested in becoming a pharmacist? Find free, online information covering pharmacist certification programs and


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Avoiding Personal Debt Through Money Management Software

Avoiding Personal Debt Through Money Management Software by Vikram KumarBecause more and more people are being hit with financial crisis, many have turned to credit cards and as a consequence, have accumulated debt. It’s easy to lose track of all the money that goes in and out, especially when we get used to using a credit card. It doesn’t seem like a lot at the time, but credit card debt sure adds up. So, many are in need of some good money management software to help them out of this vicious cycle. And it’s also important to find the best debt consolidation companies out there also to counsel you in staying out of debt.It is typical to feel like you have a lot of money right when the paycheck comes in. But, what most don’t understand is how to make that paycheck stretch longer so that they can adequately pay for everything that they need. This is where money management software comes into play. It can help you create a budget so that you aren’t overspending, but so you’re able to pay for everything that you need.Using money management software to budget is really quite easy. Most people shy away from the word budget, thinking it can’t apply to them because they aren’t organized enough. But, using good money management software can help them to avoid debt so that they don’t have to go to the trouble of finding the best debt consolidation company that they can to get out of debt.Money management software has reports, results, and graphics to help you keep track of your budget. It is easily customizable to reflect your financial situation. For more serious debt though, it’s important to find the best debt consolidation company to cater to your needs. But, for the more simple household expenses and day-to-day spending, money management software is recommended. You will be able to plan for the future with this software by creating money projections of your future income vs. outgoings. This can help you to plan for future expenditures and track exactly where the money comes and goes.It is so natural to spend money on things that you normally do so many think that it’s just a waste of time to keep track of it. But, it is always good to be informed on your expenses and by simply keeping track of your expenditures, you will be much more organized and debt free. Nobody likes the tied-down feeling of being in debt. So, why not take control of your money? And if you are already too far into debt, it’s important to find the best debt consolidation company that you can to help you.Budgeting with money management software can give you peace of mind that you’ll have enough money until the next paycheck. Nobody wants to get into the bad habit of relying on credit cards when the money runs out. That only leads to serious debt, which can take years to correct or less if you find the best debt consolidation company that you are able to. It is better to control it while you can with some good money management software to help guide you. This way, you can spend money on the things that you need, and still be able to plan for some extra things that you want. Head to End Personal Debt on the Internet for the Best Debt Consolidation advice you can find. You’ll find more tips on Money Management Software and all the debt information you could want. Article Source:


Difference Between Common Law And Civil Law In Canada

The Canadian legal system in every province except for Quebec is based on the British common law system. The Quebec province retains a civil system for issues of private law, however both of these legal systems are subject to the Constitution of Canada. Inside the commonwealth system everything is divided into areas like criminal law or civil law. It this article we will examine the Civil Law area and the Common Law area in Canada.

Common law


Canada belongs to a group of common law countries, so Canadian law adheres to the doctrine of stare decisis. In this system all the lower courts are bound by the decisions of higher courts and must follow it. But this works only inside one province, lower courts from two different provinces are not bound by each others decisions. The decisions made by a province’s highest court like the Court of Appeal, nevertheless are considered as “persuasive” even though they are not binding on other provinces. There is also the Supreme Court of Canada that authority to bind all courts in the country with a single ruling. If a there is a little or no existing Canadian decision on a legal issue it is possible that the court will look to a non-Canadian legal authority for reference. Most often the decisions on other commonwealth countries like the U.S. and England are utilized. While the decisions of English higher courts like the English Court of Appeal are respected and these courts are considered the be persuasive authority, many of the constitution or privacy related issues are solved basing on the decisions of United States courts, because the there is a much greater body of jurisprudence in U.S. law than English law in these areas. Canadian courts are also particularly bind with the decisions of the House of Lords made before 1867, but practice shows that most of these decisions were overturned by the Canadian Supreme Court or simply not considered serious by any of the Canadian lower courts.

Civil law

Civil Law in Canada involves numerous areas of law that contain disputes between parties (individuals, corporations and government). In such disputes parties seek remedies from the court in contractual matters, tort disputes, and property law cases. Civil Law is opposed to Criminal law that is typically enforced by the government, while the civil law, may be enforced by private parties. In Canada Civil Law also includes a growing sphere called Administrative Law, which deals with things like federal and provincial administrative tribunals, including labour boards, human rights tribunals, and workers’ compensation appeal tribunals. These decisions still can be reviewed by superior courts like the Federal Court Trial Division or the Federal Court of Appeal. Also Civil Law contains the Municipal Law area that covers jurisdiction of the provincial legislatures (that naturally varies from province to province). Established by the Supreme Court of Canada, the Charter of Rights and Freedoms applies to the activities of municipal governments.

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For more information regarding Kelowna lawyers, Quebec Lawyers, Calgary Lawyers and Legal information please visit: lawyerahead.caAuthor: kevin Smith

Relax In West Michigan Mi Retirement Communities

March, 2017 byadmin

Retiring is something people start thinking about once they get into their 50s. It can be a daunting thought as the realization begins to dawn that working life will soon be over and other activities will need to be sought. It is important to remain active so the mind stays young.

Where to Retire?


At some stage, thought will need to be given to the subject of whether to stay in the family home or whether retirement communities might be a viable option. The question then becomes what areas should be looked at for retirement living. If Michigan is appealing as a retirement location, there are companies such as Oasis Senior Advisors – West Michigan MI that can assist in finding potential retirement communities to live in.

Retiring to the Ocean and the Forest Is an Option

West Michigan MI retirement communities offer the best of both worlds. One of the boundaries is St. Joseph-Benton Harbor for those that like water and there also state forests for those that like to bush walk. There are nearly 20 different annual events and many attractions to visit. The attractions include zoos, state forests, museums, and even a Dutch Village.

Retirees will have the best of both worlds. They can retire to peace and tranquility but at the same time have plenty of options for day trips to explore or to visit with family and friends. There is no shortage of choices when it comes to activities to enjoy.

Retirement need not be a concern at all, especially if the advice of a senior advisor is sought to help with locating a suitable community to live in. Once the retirement accommodation has been selected, the rest is easy. A removal company can take care of the packing and moving. Just pack a few personal belongings, travel to the new home, and settle in! You can also like them on Facebook for more information.

Plan For Your Retirement With A 401 K

Submitted by: Robert Scheer

It’s never too early to think about retirement. We all want to make sure that we will be taken care of when we are no longer able to work. Your retirement is the most important investment you will ever make. A 401K retirement plan is a good option for saving for retirement.

401K plans are offered by companies and other employers for their employees. They allow you to save straight from your pay, without paying taxes first. The plan is a trust, and there are many kinds available. Some employers will match what their employees save, thus doubling your savings. The 401K is part of the company’s overall benefits package.

401K plans make it easy to save for retirement. Your company does it for you, and it comes straight out of your check. You will save money quickly with a 401K because the company invests the money. It is also tax-free.


The 401K is a retirement plan, so the money will not be available to you until you reach a certain age. With some plans, there are options for early withdrawal, but you will end up with less money than you had originally planned.

Your employer will help you calculate your final earnings. You can figure out how much you pay each month and how much it is expected to grow. In this way, you can obtain an exact dollar amount telling you how much you will have when the time comes.

If you quit or change companies, you have several options for what to do with your 401K. Some companies will allow you to keep it there until retirement age. Otherwise, you have the option of rolling it over into an IRA, or taking a lump sum. If you choose to take the lump sum, you will have to pay taxes on it and that may reduce it significantly.

Moving the money into an IRA is called a “rollover.” You can hang onto this IRA, or you may be able to put it into your new company’s 401K plan. Most companies will let you do this. If you keep your IRA, you will continue to not pay taxes on it.

If you pay into a 401K retirement plan, you have certain rights that are guaranteed by federal law. Your company is required to make information about their plan available to you, and to disperse the money at the required time.

If you are currently job searching, you might want to find a company with a good 401K plan as part of its benefits. 401Ks help you save for your retirement. They also make companies more attractive to prospective employees. When you are starting at a new company, make sure you get all your questions answered about their retirement plan.

About the Author: Robert Scheer is a freelance writer and consultant for 41k Retirement Plans,



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The Importance Of Property Law Services In St. Louis, Mo

byAlma Abell

Real estate is the type of investment that should be part of a well-diversified portfolio. The fact is, anyone purchasing a piece of real estate is technically an investor. If a person buys a house to live in, this is an investment. If an individual purchases a large piece of land for future development, this is an investment. People who purchase multiple homes or condominiums to rent are also investing in real estate. However, whether an individual is buying or selling real estate, he or she will probably need property law services in St. Louis, MO.


Many times, the role of a real estate attorney and a realtor can be confused. The fact is that there are certain services that both a real estate attorney and a realtor can provide. One of those things is the negotiations of terms when it comes to buying or selling a piece of property. A realtor can negotiate price and other terms. However, by using someone who understands the nuances of a real estate contract, a person might get better terms and conditions than they would by using a realtor.

Another area where property law services in St. Louis, MO, benefits an individual buying or selling property is the creation of a contract. When a person has purchased a piece of property and is looking to rent or lease the property to an individual or business, an attorney can draft a lease agreement. In addition, when purchasing or selling a piece of property, conveying the title, drafting sale agreements, and reviewing every aspect of the transition is precisely what a real estate attorney does.

Lastly, should the need arise for litigation, perhaps somebody in the buying and selling process has breached a contract agreement, an attorney can advise the client as to what they should do. Property law services in St. Louis, MO, are also good to have if a home is facing foreclosure.

There are far more details to the role of a real estate attorney that can be mentioned here. If you feel you have a need for these legal services, a visit to the offices of Van Dillen & Flood, P.C. may be in order.

3 Unique Attractions Of New York’s 57th Street

byAlma Abell

New York City has so many iconic neighborhoods that once you’ve th street is one of New York’s major thoroughfares, and the luxuries and culture that you’ll find on this street are beyond compare. Read on for three attractions that will make you want to look for apartments for sale in the Upper East Side.

Luxury shopping

If you consider yourself a fashionista, it’s impossible to beat living on a street that boasts Bergdorf Goodman, Tiffany & Co., Saks Fifth Avenue and many more luxury retail destinations. In the search for apartments for sale in New York City, consider how convenient it would be to live on the same street as all your favorite luxury brands.

New and exciting fine dining

57th street and the surrounding Upper East Side neighborhood are densely populated with Michelin-starred restaurants and established fine dining destinations, and the neighborhood’s prestige draws new cutting-edge restaurateurs all the time. One recent example is Sushi Noz, an extravagant and exclusive sushi bar that just opened in the Upper East Side, reports Eater New York. Whether your tastes run towards sushi, Italian, or any cuisine in between, this neighborhood can satisfy all your culinary dreams.

Up-and-coming development

Naturally when you’re looking for apartments for sale in New York City, getting a significant return on your investment will be at the forefront of your mind. With new luxury condos rising on 57th street, such as 252 East 57th, it has become one of the hottest real estate stretches in the city.

57th street is infamous for its cultural landmarks, shopping, fine dining and so much more. Owning a condo on this street will set you apart from the rest, so don’t miss out on investing in some of the most luxurious and on-trend penthouses that Manhattan has to offer.

Follow 252 East 57th on Twitter for latest updates!

Tips For Finding The Vancouver Real Estate Agents

Tips for Finding the Vancouver Real Estate Agents by Clayton MaxHave you ever thought of buying a property in Vancouver or finding Vancouver Real Estate Agents? Chances are that you have, but just not getting the right impetus. You might also have been looking for some real estate in Yaletown, the West End or other parts of the Lower Mainland. It is pretty hard finding the right Real Estate Agents, and it holds true for West Vancouver real estate as well. There are options like searching the online Real Estate Agent directory for various property-finding sites. But, the better option is to look for those properties in specialized sites who also would provide tips for getting the dream homes fast and without much hassle. A Vancouver Real Estate Agent generally has his service open at odd hours also, though there is a best time to contact. This is true for almost any of such agents you come across. The party in concern might be looking for homes to sell, townhouses, mansions, condos or the investment property market. So he should be specific in his search and go for the specialized service providers only. The Vancouver area has a wide range of places like the Burnaby, Abbotsford, Chilliwack, City of North Vancouver, City of Langley, City of Richmond, Commercial Drive, City of Surrey, Maple Ridge District, North Shore, Port Coquitlam, Steveston and also in places of West Vancouver like Yaletown or West End. The housing styles and lifestyles are also different from place to place.One of the vital points of concern is the pre-approved home mortgage loan. In fact it is said that amongst the many obstacles that one may face, one of the biggest one while closing a deal is proper bank financing. So the usual home seller would be more encouraged in dealing with a person who has already obtained a pre-approved home mortgage loan. This should be the first step to take for the buyer.The next two steps are to have a specific plan to suit for in a house and to fix the amount you are willing to shell out. This helps you from spending more than you can actually afford. Some areas cost more and some less, so this is another step for you to pre-determine. Vancouver Real Estate Agents can enlighten you more about this issue.Another step you would be better off taking is consulting the professional instead of looking for cheap rate. Giving time and money to the professional is worth it as it can help you manage within your desire and specified budget. It would also help you if you can get in touch with the right agent who also would help you in finding the other home related services like Vancouver Real Estate lawyers, accountants, movers, renovators and similar home-related service people. Specialized sites give you more detailed information on West Vancouver Real Estate properties, and about the real estate agents.Clayton is a freelance writer and is an employee of a leading Building Material Supply Company. For more information on finding Vancouver real estate agents, he recommends you to visit http://www.wesellvancouver.caArticle Source: