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16.6.2021
7
min read
Modern terms such as ML, data science, big data, and data science services remain a mystery to many people, and they often confuse these notions. In this article, we will explain these technologies in simple terms to make it easier to see what exactly is the difference between them.
In order to define what that situation between data science vs machine learning vs big data is, let’s overview each technology separately.
This is the method for analyzing data and extracting valuable information and knowledge from it. It overlaps closely with the areas of machine learning and, of course, technologies for working with huge massives of data.
Machine learning is the use of algorithms to deeply explore data assets, extracting the most useful info possible. Through ML techniques, one can also employ given datasets to predict future trends. Such software employs predictive and statistical analysis approaches to identify patterns and uncover hidden yet meaningful knowledge.
An excellent example of the implementation of machine learning in real life is algorithms that study your behavior on the network and then provide recommendations.
The definition of Big data is usually quite simple - it is a huge amount of information, often unsystematic, which is stored on some kind of digital medium. However, the data called “Big” is so vast that it is impossible to efficiently process it with the usual means of structuring and analytics. Therefore, the term “big data” is also understood as technology for searching, processing, and using huge heaps of ill-structured information.
Data science is a broad concept that includes many disciplines. Machine learning falls under data science as it employs several techniques commonly used in this field. Data science, on the other hand, encompasses many disciplines, as opposed to machine learning, which focuses on one subject.
When it comes to data analytics, the focus is on raw data or primary sources. However, the goal of analytics is to identify algorithms and cause-effect chains, for example, user behavior or market trends, using data.
Let's find out more about the advantages of machine learning.
Figuring out the difference between data science AI and machine learning, we must understand that AI is a group of methods and algorithms that are used to solve various kinds of problems, used in various fields, from robotics to text content inspection. But ML involves algorithms capable of learning to solve certain problems autonomously over time.
Data science uses machine learning to analyze data and predict the future. It combines machine learning with other disciplines such as analytics of big data. Data science is a hands-on application of machine learning with a full focus on solving real-world problems.
Our team is focused on developing solutions that leverage the above technologies and help solve real-life business problems. If you are looking for a company that provides data science services and machine learning consulting, then contact us.
If you are looking for ML and data science services, read our article and contact us
2.6.2021
7
min read
What is predictive analytics in commercial real estate based on artificial intellect, and how does it affect the development industry? In a nutshell, predictive analytics is a part of a marketing strategy that is aimed to provide potential customers with the information that best matches their needs.
Predictive analytics instruments are a symbiosis of behavioral factors and customer information. Thus, a package of customer preferences, based on a personalized experience, is formed, which is the basis of establishing the purchasing algorithm.
Predictive analytics real estate is useful for both developers and potential buyers:
In the recent past, marketers calculated all of the parameters listed above manually by assigning each lead the following category, and so on. Intelligent predictive analytics makes it possible to predict future real estate trends, optimize their activities, and get the resulting profits.
Artificial intelligence technologies actively intrude on all business branches and consumers of goods and services. In real estate, the market was stable until 2003. But then intelligent learning technologies made a real revolution! And as predictive analytics technologies grow, the revitalization of the market can be noticed.
What are the benefits of real estate development technology?
Understanding and using effective predictive real estate analytics instruments gives market users a chance to change buying and selling commercial and residential real estate.
How to avoid mistakes when choosing residential and commercial real estate? Marketing theory is good. But what is the right choice for a buyer? This means working with an unimaginably huge amount of real estate data. In this regard, not only already made decisions are worth attention, but also different startups that are developed based on artificial intelligence. The predictive analytics system provides all factors that may influence the decision making for the consideration:
These circumstances significantly increase the importance of modern algorithms for determining the characteristics of real estate in each specific micro-district.
What trends have property buyers and sellers faced in 2020?
Note that during the pandemic, the number of offers in the real estate sector decreased by almost 22% compared to 2019. In such circumstances, the buyer should:
As for the sellers, a small selection implies low competition and, therefore, a bigger selection of the best buyer.
In order to avoid financial difficulties when buying real estate, follow these guidelines:
For real estate sellers, rising prices promise good profits. Do not rush to sell your property to the first customer. With a little patience, you will have enough money to buy a new home.
In 2020, the rate on a 15-year mortgage reached its lowest level within the last 20 years, at just 2.1%. In 2021, the interest rate will be about 3%. This is great news for both buyers and sellers of real estate. For the buyers, this is the availability of making a purchase, but a reason to make a purchase that will be difficult to pay for. For the sellers, an affordable mortgage means a large number of motivated buyers.
The consequence of this is an increased activity of companies willing to buy and resell your home, freeing you from the hassle. They promise to do all the work of the experienced agent for a small payment. But be prepared that your profit will not always meet your expectations.
Another option is a hybrid service, where only a part of traditional agent services is provided. As a result, there is a reduction in commissions. But, nevertheless, caution should not be neglected, because you are selling your most expensive asset.
To simplify the documenting process of selling and purchasing, digital technologies with digital signatures, remote notarization, etc. are used more and more often.
Our team will help you use modern real estate technology when buying and selling residential and commercial real estate. Our highly qualified specialists deserve your trust and will ensure you achieve the best financial result.
Real estate market trends in 2021. Using instruments for predictive analytics in commercial real estate for buyers and sellers of commercial and residential real estate
26.5.2021
7
min read
Today’s digital competition revolves around the global economy and the daily lives of consumers. At Axisbits, we help every business adapt to the fast-changing digital world by offering custom web development. Our company consists of professional developers with a rewarding experience.
The team’s efforts and talents have helped our success in serving multiple clients over the years. With that, we can finally announce that our hard work is paying off by becoming a leading company in Ukraine by Clutch!
Clutch is a B2B ratings and reviews platform based in Washington, DC. They help businesses connect with service providers to fill in their needs. Only the highest performing companies receive Clutch Leader Awards, so we’re incredibly grateful for the recognition and would like to express our gratitude. Please take a moment to read the message of appreciation from our CEO.
"Clutch Award acknowledges the high standards of quality that our company provides and motivates us to work even better.”
CEO, Axisbits
This would not be possible without the support of our satisfied previous clients. We are honored and thankful for the positive verified reviews they left us. Here’s some of the feedback we have received.
"Most of all I’m very happy to work with a team that understands the modern world design and feature needs."
Founder, Booking Software
“Their pricing structure is great, their integrity is awesome, and their creativity is phenomenal.”
Angela Renaud, Founder, Online Education Platform
Additionally, we are proud to be featured on Visual Objects, Clutch’s sister site, which provides more information about our company's success and how we work. Visual Objects is a market research firm that provides a set of project data from top-performing firms across the globe.
Want us to work together? Our team responds within 24 hours to emails and messages. Drop us a line! We’ll respond to you right away.
We are happy to unveil that Axisbits acknowledged by Clutch as a leading development company in Ukraine!
19.5.2021
7
min read
Brilliant ideas on promising software products come to mind from time to time. But they are always subjective. Is there any value in your great idea for other people? Will your future product be in demand?
Fears and doubts are natural for any creator. And oftentimes they take over to prevent doing anything. In fact, only two approaches are available: either giving up your idea at all or creating a Minimum Viable Product. If you choose the second one it is worth knowing some fundamentals of MVP software. We are going to explain critical HOW-TOs regarding minimum viable products in the present post.
MVP comprises its basic definition in itself: a minimum viable product is a working hypothesis of your business idea that can be offered to your future customers in the form of a real product/service with a minimum set of functionalities. In other words, MVP is a software product having no minor details but capable of bringing some certain value to your target audience.
MVP software is aimed at answering the question of whether your idea is viable from the perspective of your customers. Hence, when you practice MVP app development, you seek to get clear feedback about your business idea from potentially interested people (users, investors, etc).
The main advantage of MVP software is that you can avoid months and years of futile effort spent on something nobody needs. Suppose you start developing a software product with a fully-fledged holistic agenda. The detailed architecture, expensive design, complicated functionality all are available in your development process from the very beginning.
Your product life cycle can last months and years: changes of all sorts may happen before deployment. And after a long while, you suddenly realize that your idea has initially no value for anyone. Potential customers have no interest in your solution since their demands happen to be different. What a frustration!
More than one-third of all startups fail due to the discrepancy between the expected demand for their new software and the actual interests of customers. If you begin with a minimum viable product such a failure can bring much fewer losses and less disappointment. MVP app development saves time and money by providing quick (and relatively cheap) feedback from target audiences regarding what you are going to sell them.
MVP is a “lite” version of your product/service offered to your potential customers to figure out their needs and pains through a real user experience. The received feedback is worth using in the further work over your business idea. To sum up for what MVP app development is needed the following considerations should be kept in mind:
MVP software development can benefit almost any complex project. Visiting-card websites, landing pages, and even enterprise websites unlikely need MVPs. But web-services, applications, and online platforms all should origin from minimum viable products. The following use cases reflect when MVP software is particularly useful:
If you recognize the value of MVP software for your project keep your development under the following essential principles:
When the amount of work needed for the development of your MVP software is determined you have to choose the most appropriate management strategy. Not so many types are available, in fact. But they all are agile and iterative enough to fit diverse MVP software projects.
This is a set of such practices as code refactoring, small releases, simplified design, and various coding standards capable of improving your code over short periods. The XP development cycle requires less than a couple of weeks usually. Hence, you can deploy the first version of your MVP software quickly to scale it up subsequently. XP fits those sorts of MVP software that rely heavily on code quality.
This method is based on the following core principles: eliminating redundant expenses, accelerating releases, enhancing staff training, and building integrity. The iterative development under the “creation-testing-training” pattern is inherent in Lean. Hence, the developers can postpone the majority of project proposals to establish a quick feedback cycle. In doing so they make sure that just the goal-driven product is under their MVP app development.
This method implies the effective distribution of workflows. You can manage the MVP Scrum development in a sprint - the short cycles requiring 2-4 weeks each. A pre-assigned Scrum master is to monitor the operation stability of all MVP Scrum processes. Your MVP software can be released after just the first cycle. Developers can upgrade that MVP software across all subsequent cycles. Even though Scrum is more labor-intensive than, for instance, Lean, this method appears less stressful for developers since it facilitates gradual and progressing processes.
MVP software development acts as a safety airbag: it enables forecasting both the commercial potential and technical capabilities of your future product. MVP allows you to make business decisions based on facts, not assumptions. Testing promising business concepts in a real market environment is the main goal of MVP app development.
Contact us today to clarify the viability of your business idea with a professionally created MVP software based on our deep expertise in all major IT domains.
Development of a minimum viable product is a reliable strategy not to waste your time and money. Find fundamentals of MVP software in the post
12.5.2021
7
min read
The pandemic has become one of the main reasons for the change that many businesses have had to face. To keep afloat, they are automating their workflow.
In this article, you will learn about the latest trends in automation, the benefits of robotic process automation, artificial intelligence services, and much more.
Usually, automation is perceived on par with efficiency, since it is aimed at improving some processes and making them easier. For example, simplifying routine tasks, improving the overall business performance, and maximizing the results.
In the context of information technology, this means breaking down into details the systems and environments that are difficult for a simple user to understand. We are talking about scalable container launch, multi-cloud and hybrid cloud infrastructure management, and cloud navigation. Automation is crucial for keeping both internal and external environments as simple as possible.
Most of the experts are united in their vision of the future trends in automation in 2021 - they will be aimed at making the work of people, processes, and tools simpler. Moreover, as the volume of work with native cloud technologies grows, the task of automating all work processes becomes relevant. As part of its solution, managers will be able to form teams and distribute specialists more flexibly.
The main idea behind all automation projects is to collect as much relevant data as possible, automate certain actions, reduce the likelihood of errors by eliminating manual labor, and save money.
Automation is not an attempt to replace people with soulless machines; in practice, it is, on the contrary, a way to enable people to work more efficiently, faster, and focus on interesting creative tasks, bringing more value.
Business process automation is carried out in different ways. It depends on the field of activity, on the number of personnel, on the financial capabilities of the organization. But there are general trends:
The use of AI in the field of business process automation did not begin yesterday, but it is in 2021 that the technology is expected to find widespread use in commercial enterprises.
Hyper-automation is the term for the introduction of advanced AI and machine learning technologies to increase employee productivity and improve the overall efficiency of the enterprise. Such technologies are expected to be significantly more efficient than traditional automation tools. Business processes based on artificial intelligence services must flexibly adapt to changing circumstances and provide an adequate response to unexpected situations, hence the need for AI.
Hyper-automation engages business analysts, industry experts, and end-users, allowing people to work side-by-side with machines and advance the hyperautomation market.
RPA and bots are the most talked about trend. Several years ago, some tried to view bots as an alternative to BPM due to the faster implementation and adaptation. According to many experts, the future belongs to the synergy of BPM and RPA.
RPA is increasingly being used to help employees perform their day-to-day tasks more efficiently. One of the benefits of robotic process automation is that by automating traditional tasks, businesses can eliminate human error while increasing the efficiency.
Bots and RPA are a strategy that has a quick but limited effect, and BPM has a stronger effect - not just an increase in employee productivity, but higher quality for customers - but delayed in time.
Over time, BPM and bots will learn to work together and ultimately become part of the digital business platform, which will ensure timely delivery of complex results for the business with a high level of visualization.
The Internet of Behavior is useful for humanity to adapt behavior to certain changes. The IoB collects and processes digital dust for digital and physical realities. Its main sources are commercial customer data, social media, locations, citizen data processed by government agencies, and more.
As an example, telemetry from cars helps to analyze the driving behavior of their users. This data is used to optimize or improve vehicles.
Internet behavior has different social and ethical implications depending on the user's goals. In the future, this issue will be governed by privacy laws, which will differ from country to country and from region to region.
Customer service automation assumes an integrated approach that combines offline and online interaction with the consumer. It is assumed that the client can equally use both offline and online purchase formats, switching from one to another without losing convenience. Sales outlets, in turn, exchange data on balances, orders, and shipments.
Much data now exists outside of the standard security perimeter, so cybersecurity cells help define this security perimeter around the user and create flexible, scalable cybersecurity governance. This approach is considered more modular by centralizing policy management and dividing the application of the same policies across cells.
Mesh technologies allow people to access any digital asset, regardless of where the asset, or the person, is located. The use of cloud technologies and the departure of employees to work remotely contribute to the fact that many leaders have to look for new approaches to ensuring cybersecurity.
The purpose of a distributed cloud is to distribute cloud services across different physical entities, but leave responsibility for the development, use, and management of the public cloud provider. This automation helps with cost savings, low latency scenarios, and compliance with data storage laws.
Self-service devices for ordering, storing, selling, and issuing checks are ubiquitous for interacting with end-users.
Implementing automation tools is a process that avoids potential problems. First of all, it is important to pay attention to the planning stage - highlight the business processes that need to be automated and optimized, determine the desired result of the implementation of the appropriate tools.
After the actual stage of implementation of automation services, it is necessary to analyze its results and understand how they correspond to the expectations - and how correctly these expectations were formulated. In the future, you will have to optimize already automated processes to achieve even greater efficiency.
Automation is a powerful way to make complex processes easier. Including, for example, solving problems with remote work and information technology management in the cloud. As automation solutions evolve, businesses will have even more choices, while increasing the efficiency and saving the time. Contact us to discuss possibilities for your business.
In today's highly competitive and unpredictable pandemic economic environment, automation solutions and business process optimization are becoming major business challenges.
5.5.2021
7
min read
One would have thought the need for retail security systems has largely decreased following the latest COVID-19 pandemic, since people prefer online shopping now. Unfortunately, that is not the case. Retail theft and organized retail crime are now thriving more than ever, along with vandalism, store assaults, and cybersecurity threats. Some people are shoplifting food out of impoverished necessity and economic uncertainty, and others with criminal backgrounds relapse into violence.
Retail security has now become a №1 loss prevention system.
One of the first solutions to the issue of retail crimes was installing surveillance cameras, but security systems have since evolved immensely. Retail security nowadays primarily consists of numerous in-store systems and cybersecurity options. Before determining which option to use, a store owner should access their weak spots first, whether it’s a poor neighborhood, dishonorable competitors, or the lack of overall protection.
In-store security is the most popular choice as it is the first line of defense. Video surveillance is still essential, paired with multiple alarm systems - open/close sensors, indoor glass-break and motion detectors, and smoke analyzers. Access control systems can lessen the possibility of employee theft. Camera technologies have got an upgrade too. Dome cameras are here for aesthetical concealment, and blurry video footage is no longer an issue with the highest definition quality and day/night features.
One of the newest additions to the “fight retail crime” team is RFID chips, which stands for radio-frequency identification. Not only do they improve stock control and enhance customer experience, but they alert the security of unauthorized product removal. Even the whole physical store’s identity can revolve around them, like Amazon Go. Tags in retail are also the work of the electronic article surveillance system (EAS), and they need to be deactivated after each purchase.
The other side of modern retail - online shopping - has brought us growing numbers of cybersecurity threats. Moreover, cybersecurity administration in retail is still feeble; for example, nearly 40% of businesses didn’t do any cybersecurity risk assessment in 2020. Such negligence can result in both financial and reputational losses. The worst-case breach scenario might involve losing sensitive client information, i.e., payment data and credentials, meaning thousands of people’s safety will be at risk.
Benefits of cybersecurity for retail involve:
Unfortunately, due to being poorly defended, retail continues to be an attractive target of cybercrime. People with malicious intent and hacker knowledge are evolving, and retailers need to evolve too, equipped with the most current retail cybersecurity solutions. Keep in mind that every device connected to the internet in one way or another is vulnerable to attacks.
While big retail corporations are starting to invest more in cyber defense, small businesses still believe themselves an unlikely target. In reality, 73% of companies with less than a million dollars in revenue do not have any defense plan and don’t think it’s necessary. One out of four hasn’t got any idea where to start when it comes to cyber protection.
The most prominent gaps in retail security issues:
Here are the leading security solutions to review and implement:
In retail, data breaches, theft, and assaults are of nearly equal importance. In most cases, the steps needed to ensure decent protection of your retail store are uncomplicated but indispensable nonetheless. Retail security services are designed for risk mitigation and have multiple in-store and virtual strategies to defend your business. The most recent shift to global online shopping resulted in the rise of consumer data exploitation; therefore, we have to update our security standards. If you need a consultation - you can contact us.
Discover how to protect your store and customers using the latest retail security systems and tips.
28.4.2021
7
min read
Outsourcing is very profitable for a business, but certain risks and difficulties may arise with using this service. Besides, the digitalization pressure on companies in all industries has increased tremendously in recent years, and at the same time, the demands on modern software systems have also increased.
In this article, we will talk about the benefits of outsourcing, compare nearshore vs offshore outsourcing, and more.
Outsourcing is a method of doing business in which certain services or tasks are performed by a third party. In the field of information technology, outsourcing can be used in the widest range of meanings, from the management of an entire IT infrastructure to individual services, for example, network services, system recovery, computer maintenance, and software development.
Companies can choose IT services within the country of their operation (onshore outsourcing), use the services of companies located in neighboring countries or states that are in the same time zone, or even do business from more distant countries. To reduce costs, the latter two options are usually used.
So why do companies use outsourcing? The specifics of services depend on a particular company, but the following factors are usually attributed to the benefits of outsourcing:
Offshore outsourcing is a smart way of hiring outsourced skilled workers for a short or long-term project. The contract employees come from other countries. Business owners can save a lot on offshore IT outsourcing companies compared to hiring an in-house team.
In turn, nearshore outsourcing is similar to offshoring, with one difference. Software development and other areas of the business are outsourced to a location no more than an hour or two away.
Nearshoring outsourcing provides a better exchange of information compared to offshoring. Usually, greater cultural affinity also facilitates communication between the client and the service provider.
Nevertheless, offshoring is still popular among many companies. And in the past few years, it has become a development factor for economically insolvent countries, as it increases infrastructure development and gross domestic product, and lowers the unemployment rates.
Outsourcing is an agreement whereby a business process is outsourced to third-party contractors. It can be performed for specific manufacturing operations, administrative activities, worker training, and more. Most often, outsourcing is carried out to reduce costs.
Offshoring refers to the process of carrying out a business process in some other country. This can occur in the context of offshoring production or services. The obvious question is, why would a company want to do business overseas? The answer to this question is that the benefits are similar to outsourcing. Especially the advantage of lower costs.
Companies are primarily looking at profit-making scenarios, and a suitable offshore solution can have several benefits for the company in addition to making a profit - for example, being on the international market.
Some consider outsourcing necessary to keep the company afloat and extremely cost-effective for doing business. It's true: one of the benefits of outsourcing software development is that a lot of money can be saved with this method. Especially in the case of production situations that allow the manufacturing of goods at lower prices due to less stringent regulations and taxes in some countries. At the same time, this process allows you to benefit from a lower ability to waive benefits that are necessary for a domestic production environment and labor costs.
There are also advantages to using it for other functions. For example, customer support and service can be easily provided with the help of specialists located in another country. IT outsourcing is also an opportunity to enable businesses to leverage information technology knowledge at a lower cost. Other important tasks in a business operation can also be outsourced and accessed remotely, saving the company a lot of money.
However, there are some disadvantages. This is especially important when language or cultural barriers make communication difficult. For example, clients who seek support and service through the customer service line and cannot understand the responses from the support staff are likely to become dissatisfied and stop doing business with the company. Concerns about the impact of this type of outsourcing on a country's ability to efficiently produce its goods domestically have also led to backlash in some industries.
While the concepts of outsourcing and offshoring can coexist in the same company, they differ from each other. But both are usually done to save money.
Before choosing one or both, we recommend consulting specialists who will explain in detail the specifics of supply management, the intricacies of taxation in your country and offshore zones, and help you calculate profits for various business strategies.
If you have any questions or are looking for an offshore outsourcing software development company, contact us at any time. Our development company will gladly help you with outsourcing business processes.
In the business world, the terms "nearshore" and "offshoring" outsourcing are often used. Everyone knows their meaning in general terms, but not all novice business owners know what their differences and main advantages are. In this article, you will learn more about nearshore vs offshore outsourcing
21.4.2021
7
min read
Digitalization is making a robust advent into an ever-widening circle of industries and applications. We see IT solutions streamline and automate virtually all spheres of human activities – from banking and logistics to retail and education. However, as the events of the previous year have shown, all business considerations are relegated to a secondary place when it goes about our health.
The vicious onslaught of the global pandemic made it clear that for digital transformation health and safety are the top priorities to be implemented on the double. Even before the outburst of COVID-19, people all over the world trusted IT to make a significant difference in healthcare more than in other fields and today this percentage is likely to be yet higher.
When ushered into healthcare, digitalization can bring significant perks in its wake.
Being beneficial to all medicare instances, high-tech advancements have come up huge in the following healthcare applications.
Among all headways that contemporary medicine can boast of, one deserves a special mentioning.
This know-how is a godsend for the plague-ridden world of today since it blends the merits of most above-mentioned IT achievements. Telehealth technologies serve as an essential link between patients and clinics, enabling them to exchange health-related data, monitor the implementation of treatment plans, and cut down on therapy costs.
By joining the telemedicine program, people in fact connect to the on-demand healthcare system that can easily fit into our crowded schedules and allow us to get the much-needed advice and cure whenever the patient and the doctor find convenient. Video conferencing can be used by clinicians to gather a pool of experts from various parts of the globe to discuss the case and find the optimal way of treatment.
Remote medicare opportunities are in high demand today when the lethal virus is still ravaging the planet scarcely betraying any signs of abatement. Keeping people on their premises relieves the pressure on hospitals and limits the disease transmission rate, minimizing contagion risks for both patients and doctors.
By all estimations, digital technologies are expected to bring about a better quality of medical service and ultimately benefit patients.
What advancements are likely to disrupt the industry in the nearest future?
In the pandemic-afflicted world of today, the medical industry is considered to be the primary sphere of digital technologies application. Axisbits can assist you in building top-notch healthcare solutions that will provide high-quality healthcare services to people and become a source of steady income for your company.
The article describes major healthcare technology trends that are shaping the face of the modern medical industry in the conditions of the global pandemic.