Is Big Data Capable Of Predicting The Next Best-Selling Book And Author: An Analysis

Published on: 12 May 2021 Last Updated on: 02 January 2025
Big Data Capable Of Predicting The Next Best-Selling Book And Author

The applications of data in various fields are becoming more relevant than ever. From sports to music, the applications of data and technology are finding new uses, applications, and results. If you have seen the Brad Pitt baseball movie, ‘Moneyball’, you would know exactly what I am talking about.

Many argue that the applications of big data cannot apply to creative fields like music or writing. However, experts who are getting big data analytics certification think otherwise. Books, people point out cannot be judged according to big data. In other words, whether a specific book will become successful is a creative function that is dependent on experience, expertise, and audience reception.

Not quite so! It appears that scientists and data practitioners have come up with a method to analyze and understand whether a book can become a best-seller or not.

How does the Big Data Algorithm work?

In the last few years, experts like Jodie Archer and Matthew Jockers have analyzed the last 30 years of New York Times bestsellers. They have then applied scientifically and tech-developed algorithms to look at various trends, patterns, and learnings to figure out what is common in all these books. The results are striking.

Bestseller-Ometer, the algorithm has data fed into it from more than 20000 books and novels. For publishers, this comes as a welcome advancement. They do not need to take a risk call on every manuscript that passes through their doors.

They can easily just run the software and figure out which novel is going to work and which is not going to sell. If you are looking at percentages of success, the makers are confident of 80%! That is a huge percentage to take into consideration at any given point in time.

Is this a Reality that is going to change the Publishing World forever?

To be honest, the application of the data is not the first in terms of the idea. This was first assessed and put into work in the jewelry industry. Inkitt, a German-based start-up was the first to look at the various inputs and reading perceptions of the readers and come up with an algorithm that assesses what is liked and what is not.

The algorithm takes into account, the following factors-

  • What is the rate of repetition of the pages that the readers go over?
  • How long do they dwell on a specific section?
  • Are there any thematic points that are considered more?
  • Where are the books purchased and read from?

Once all these inputs are fed into the software, the algorithm runs its course and gives out suggestions, and shows definite patterns.

The Human Factor- Can this be Completely Discounted?

Both Jockers and Archer feel that even though the algorithm is great, it is not 100% thanks to the human factor. You might ask what is this factor?

This factor is called the human intimacy factor. It refers to the emotional and intimate bond that forms between a book’s characters and the reader. Think about Harry Potter novels and how they have become a household name for everyone of this generation.

It also means that new genres, one that has still not been discovered are subject to the human emotional connection and chance. An algorithm can only assess data that is in front of it.

If there is something completely new and unique, the algorithm will not be able to give a cohesive reading of the same. In such cases, editors need to depend on their experience to understand whether the said work can be successful or not.

The Bottom Line:

Big data analytics is changing the creative and arts industry in a major way. As more research and developments take place, it is only a matter of time before we see more full-proof connections emerge in this industry.

Read Also:

Content Rally wrapped around an online publication where you can publish your own intellectuals. It is a publishing platform designed to make great stories by content creators. This is your era, your place to be online. So come forward share your views, thoughts and ideas via Content Rally.

View all posts

Leave a Reply

Your email address will not be published. Required fields are marked *

Related

Avast UI failed to load

Top Easy Way To Fix Avast UI Failed To Load Error In 2024

Avast Antivirus is the most famous Antivirus in the world. It is so popular among PC users because it offers both a Free Version and a Premium Version, which can be used in computers such as desktops and laptops. There is an Android version of this application as well. If you are not so tech-savvy, let me first tell you in short what Antivirus is. An antivirus is software that protects your system from viruses, malware, and Spyware. Ever since the Windows 10 update, people have been reporting that they are getting an error message saying Avast UI failed to load. Windows is infamous for providing buggy updates. The same thing was reported in Windows 7 as well as Windows 8. It's quite sad to see that Windows, even after becoming the most used Operating System on the planet, has failed to achieve proper security, and adding to that, most of their updates are quite buggy.  However, they fix the bugs in later updates. But the avast UI failed to load has been bothering people for quite some time now. In this article, we will suggest a few troubleshooting methods, following which you can sort out the issue.  What Causes Avast UI Failed To Load? Here are some of the root reasons listed below for this error. There is a good chance that this error pops up because of some error in the configuration of Windows.  Another reason for showing Avast UI Failed to Load pop up is that you might be using more than one antivirus simultaneously on the same device. The last reason we could think of is if there is any problem with your system's Remote Desktop Services. How Can You Fix Avast UI Failed To Load Issue? In order to fix the "Avast UI Failed to Load" issue, you need to check a few things first. Make sure that you have exited the Antivirus. Restart Avast Antivirus. But still, if the issue is not fixed, you can follow these procedures to say bye-bye to this issue.  Procedure 1: Turn On The Remote Desktop Services What you need to do is press the Windows key and R simultaneously. This will open up the RUN box.  After having that box on your screen, you have to type 'services.msc' in that box and press the enter key. Now check for the Service Page. After finding the Service Page, you have to search for Remote Desktop Services. After you have found the remote desktop services, what you need to do is right-click on it and then select the option of 'Properties.' After clicking on properties, you have to double-click on the button that says start and set the startup type to automatic. After you have done that, click on 'OK" to confirm the changes you have made. Now, you have to close the services page and manually restart your PC, laptop, or whatever you are using. It will complete the process. If you are still facing Avast's problem, UI failed to load, then kindly follow the next procedure closely.    Procedure 2: Try Repairing The Avast Antivirus Software Kindly follow this procedure closely to repair. You have to go to the Control Panel Section. You can find the Control Panel in the settings section of your computer. If you do not know how to open the control panel. Click on the start button and type the control panel. After opening the Control Panel, search for the Program & Features option, find it, click on it, and look for Avast Antivirus software. Now, you need to right-click on Avast; you will get the option to uninstall/change.  Be very careful while doing this, as a single mistake can uninstall Avast from your PC. Select the option to repair after having clicked on change. Now, you need to wait for Avast to repair itself, and after Avast completes its repair, reboot your PC. If the error of avast UI failed to load persists, kindly follow the next procedure. Procedure 3: Uninstall And Reinstall Avast Antivirus Software  If any of the above methods did not work for you, then you try to uninstall Avast Antivirus. To uninstall Avast Antivirus Software, you need to open the Control Panel. You can open Control Panel by merely typing Control Panel in the Run dialog box; another way to open Control Panel is by searching the control panel after clicking on the Start button.  After opening the Control Panel, go to the programs and features section and find the Avast Antivirus software. Right-click on it and select uninstall this time instead of selecting change as you did in the previous procedure.  Please wait for some minutes for Avast Antivirus Software to completely uninstall itself from your computer. Reboot your computer as the final step of the process. Switch back on your computer, download Avast from the official website, and install it again as a whole new software. Make sure you do not do anything else on your computer while Avast Antivirus is being installed, as it puts extra pressure on the computer's RAM. After the installation process, open Avast and check if the Avast UI failed to load the error persists. If it does, kindly follow the next procedure.  Procedure 4: Get The Recognition Issue Fixed If the error of Avast UI failed to load persists, you could follow the last and final procedure.You need to look up from the Avast icon on your desktop and Open the shield's control. In shields control, right-click on the Disable to disable the shields. You will get the option to disable it for 10 minutes to an hour. Disable it for 10 minutes, wait for 10 minutes, and check if the 'avast ui failed to load' issue persists. If the error is still showing, then try out some other methods. Press the Windows Button and R buttons simultaneously. It will open up the Run dialog box. Type cmd in that box so that it opens the Windows Command Prompt Box. Type 'winmgmt/verifyrepository' on the search field and hit the enter button.  If it shows the status as inconsistency, you need to type 'winmgmt/salvagerepository' in the search field and press the enter key to finish the process. If the result shows that the Windows management instrument was consistent, you need to type 'winmgmt /resetrepository.'  After doing that, Windows will send you a message showing that the WMI repository has been rebuilt successfully. Finally, you need to reboot the system and start Avast antivirus, and hopefully, it will not show the error of Avast UI failing to load. We are sure that after trying all these steps, your Avast Antivirus will run just fine. But still, if the error exists, we suggest you contact Avast Customer Care as soon as possible. Procedure 5: Update Your Avast Software Most of the time, what can fix such an error message is a simple update. Fortunately, you can update the app without the hassle of having to re-download the app. Redownloading can be a viable option if you cannot access the interface at all. Here is how you can update Avast Antivirus as well as other Avast applications that offer easy updates to its users. Press the Windows+X keys at the same time, then select the app and features from the context menu. Find the Avast Antivirus or any other app that is causing you to see the UI failure arrow. Click on it, and from teh options that unfold, choose Uninstall. Click the Update button and wait for the software to locate any new updates that might be ready to download. It will automatically install the latest version, which will take quite a bit of time, depending on the configuration of your system. When the repair process is complete, launch the Avast app that you were having trouble with. This should get your app up and running. It is possible that updating the Avast app the way mentioned above will fix the internal corruptions or missing files, thereby restoring the UI. But if you are still facing the same issue, try speaking to Avast Customer Support. Conclusion Avast is one of the best antiviruses in the market. The story of avast goes way back to 1995. Initially, it did not offer the best of services, but they have been improving their services year by year. It's one of the few antiviruses that offer a premium version and a free version as well.  Do not think that the free version has limitations like other antivirus software because it's not so. The free version provides a few premium features, which include a WIFI inspector and ad blocker, etc. However the recent trend of Avast showing that the Avast UI failed to load is not what users are expecting. Whether it's the fault of Avast or Windows 10 is yet to be found out. Rest assured, you can try the above procedures to get rid of the issue. You May Also Like: Is InterServer The Best Web Hosting Platform What Are The Things You Need To Know While Choosing Antivirus Software? How To Allow Chrome To Access The Network In Your Firewall Or Antivirus Settings?

READ MOREDetails
VPS Hosting

The Complete Guide To Choosing VPS Hosting

What Are Virtual Private Servers?  Virtual Private servers are hosting plans that most hosting providers offer- it is a 2 in 1 package - it offers features of a dedicated server and also the capacities of shared hosting accounts. This is done because shared hosting plans usually have limited capacities and a dedicated hosting plan might be too pricey. VPS web hosting plans provide top-quality performance at a lower rate and is a popular choice for medium sized websites that require a lot of resources.  VPS hosting is done bay physical servers that are housed in data centres. This server is then divided into partitions to create each individual virtual server. When you purchase one of these sections you are the only with access to that part of the virtual environment - which means that you can use the resources available in a similar manner that you would on a dedicated server hosting accounts.  In addition, the VPS area performs like a dedicated server even though it is part of a physical one. This feature makes it a good choice for websites that need resources similar to that of a dedicated server but do not have the budget to match.  Who uses VPS hosting?  A lot of website owners prefer VPS hosting because they get more control over their server environments. Even though they do not utilise all the system resources allocated to them, the control they have over resources is usually worth the extra expense. Website administrators who wants dedicated hosting but do not have the technical skills or cannot currently afford a plan, consider VPS hosting as a good starter package.  Things to consider before choosing a VPS hosting provider  1.The content management system offered: acquisition, technology shifts or management changes can alter the value of a web hosting plan. It is good practice to ensure that your web host allows you to unlock your website, so you can quickly switch providers or make changes.  2.Decide how much support you need: a basic customer service comes with access to phone support and email . The turnaround on request however would vary from provider to provider. Some web hosts offer 24-hour customer support, while others can only be contacted by email. One of the drawbacks of a non-managed service is that even though you may be able to ask questions about the basic configuration, you may not be able to get the support you need.  3.If you would like to completely delegate the management of your site, then you should consider managed hosting. Web host who offer and manage WordPress hosting will ensure that your system  is configured properly, patch your software when needed, manage backups, and keep an eye on security issues as well as other tasks.  4.Do not fall into the trap of unlimited: loads of hosting providers offer unlimited bandwidth and storage for a few dollars a month. This offer isn't always how it is represented. For example, if you pay $3 for a month of hosting, there would be a clause in your terms of service that allows your web host to stifle website performance or shut down completely after a usage threshold has been crossed.  5.Own your domain: it is pretty common for domain registrars is to offer web hosting services. If your domain registrar is also your web host, you should ensure that you have complete control over your domain name and you can switch registrats if you need to.  6.Estimate traffic volume expected: most hosting providers charge based on bandwidth and storage usage. If you anticipate that only a few people will visit your website then you are bandwidth needs will be low but if you are suddenly featured at the top of a Google search engine result page or if a product campaign ad goes viral, you can expect increased bandwidth usage. Defining this will help guide your web hosting selection process.  7.Understand the server type: the cheapest hosting plan available on the market is usually a shared hosting plan - where hundreds or thousands of websites share one server. The performance of your website would depend on the load on the other sites are putting on the house. Shared hosting also limits your access to server resources, limiting your ability to upload files via FTP - limiting the amount of database you have access to, the programs you can run on the service, and preventing shell access.  Managed VPS web hosting solutions  Server Virtual Private server plans do not come with complete server root access but is managed by the hosting company. However, with the increase in the popularity of managed hosting service, the user tackles this. Which means that if you have one, you can customise your VPS server in any manner that you desire. But you can also get the help of your web hosting provider to resolve any technical issues you cannot address yourself.  What are the features of a VPS hosting plan?  The features that would come with a VPS hosting plan will vary depending on the provider. However,there are a couple that you should be on the lookout for.  1.Managed data backups: like with any other hosting service, your VPS plan should come with a backup option for your data. Because anything can occur within your provider's network, we recommend that you choose a service that makes it possible for you to manually backup your data - in order to ensure that your website can be restored at any time. Thankfully, most VPS hosting plans  offer an inexpensive way to get the flexibility, features, control and resources of the more complex and costly dedicated server hosting plans. With the rapid development and increased popularity, the price of VPS hosting is rapidly reducing so,it is possible for you to find a VPS solution that suits you.  2.Root access: with root access, you get complete control over your VPS account-software installations, configurations and so on. All these actions can be done from the interface of your control management system.  4.Multiple domain hosting: even though a lot of hosts offer multiple domain hosting with their shared hosting plan, most times they lack the required resources needed to guarantee smooth performance. Many VPS web host offer plans that make it possible for you to host multiple sites without compromising on performance. Typically, you can also set up - separate email accounts and allocates specific resources for every individual site you create.  5.Support and management: just like a dedicated hosting account, VPS hosting requires you to manage your own server. However, there are many web hosts that provide management and support services to help with administrative tasks. This feature is invaluable if you do not have technical skills.  7.Server monitoring: a good VPS service provider will constantly monitor network and hardware that your account is hosted on. Which guarantees the physical security of the server and guards against cyber threats such as DDOS attacks, hackers and malicious software.  What are the benefits of virtual private server web hosting?  There are many benefits of VPS web hosting but top on the list are:  1 Flexibility: you are free to choose the software and operating system you would like installed on the stock server  2.Stability: as opposed to shared hosting, increased activity and traffic will not adversely affect your websites  3.Dedicated resources: VPS hosting plans come with dedicated RAM, disk space and CPU.  4.Better performance: having your own dedicated resources allow your visitors to enjoy faster load times on your website.  How to use VPS web hosting  The web hosting data storage space on a primary virtual server is managed via a hosting CP user interface. There are tons of websites hosting CP tools on the Internet, so you are not limited to the one supplied by your web hosting provider. For example, cPanel can function on most servers OS. Apart from this, everything is pretty much the same as with shared hosting accounts -database management, file management, electronic mail management and so on.  In most instances, web hosting control panels come with a reseller back-office tool which can be used to set up and resell web hosting plans to other individuals. This is a good way to generate money as there are a lot of web users who are looking for good quality web hosting service.  Is VPS web hosting a great option for you?  Sometimes, choosing the right hosting plan can be a challenge however, if you have a website that has outgrown a shared hosting plan and needs more resources, then VPS web hosting is a good choice. You will get enough resources to manage the increased load matter the type of website you operate. 

READ MOREDetails
Improve the Lifespan of Your Machinery

How to Improve the Lifespan of Your Machinery

If you’ve ever operated a piece of heavy machinery, you’ll know that these are heavy-duty pieces of equipment that are incredibly vulnerable to long-term wear and tear. Poor or irregular maintenance can exacerbate such vulnerability, causing your machines to break down more frequently and potentially cease to work before they’ve even completed their lifespan. In this post, we’ll explore this issue further while asking what steps you can take to optimize the lifespan of your machinery. 1. Bespoke Automation and Soft Starters: One of the biggest challenges facing manufacturers is that standard machinery often fails to meet the unique requirements and tasks posed by projects. This can increase your investment by forcing you to buy more machines, making maintenance more costly in the process. However, this issue can be countered through the use of a bespoke automation solution, which is tailored to suit your individual work requirements and perform a wider range of functions using a single machine. This minimizes both your initial and long-term costs while optimizing production across the board. Soft starters can also help to optimize the cost of maintaining your equipment while minimizing energy consumption and ensuring that each piece of machinery performs for its full expected lifespan. You can also use a soft starter on/off switch to control the current flow to electric motors, negating the risk of power surges and further reducing energy consumption on a daily basis. 2. Regular Maintenance: One of the most proven ways, manufacturing businesses can overcome unnecessary expenditures is through regular maintenance. By using the best machine tools, factories can optimize the life and worth of any machine. This not only improves the lifespan but also ensures lesser breakdowns and stalls to the production process. Regular and scheduled maintenance is also crucial if you’re optimise the lifespan of your machinery, from the frequent checking of fluid levels to ensuring that machines are thoroughly cleaned on a recurring basis. If you have great parts and machinery in your factory-like precision rollers, you will require less amount of maintenance. Ensuring that parts like rollers are well-oiled and cleaned will help prevent breakdowns and ensure the longevity of your machine parts. Over the long run, this can help prevent extra costs from accumulating. You’ll also need to regularly check for tired or worn-out parts, as they can begin to undermine performance over time and impact negatively on the function of the machine. Interestingly, you can also utilize preventive and predictive maintenance (PdM) to pre-empt machine failures and vulnerabilities before they actually occur, largely through the use of sensors that track performance and similar metrics over time. This should be used alongside scheduled maintenance, in order to ensure that you don’t overlook any potential vulnerability within your network of machines 3. The Correct Training for Employees: If you’re going to correctly follow a maintenance schedule, you’ll first need to train and educate your staff on the importance of this within a commercial or industrial environment. So, it’s absolutely imperative that you impart this knowledge on staff members as part of a detailed and comprehensive training program, which also educates them on how to use machinery property. This can also make a huge difference, both in terms of minimizing the operational stress placed on machines and following the basic protocols that can help employees to identify faults and issues ahead of time. Remember, manufacturing environments tend to boast relatively high levels of staff turnover, so a comprehensive training program also ensures that there are no significant gaps in knowledge during transitional periods. Read Also: How to Learn Artificial Intelligence And Machine Learning Factory Automation and Why It Has Been a Cause for Major Job Security Concerns

READ MOREDetails