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Using Agile To Address Cybersecurity

Using Agile To Address Cybersecurity

If you’re a software development expert, you’ll opine that the sector plays a crucial role in cybersecurity. Every organization uses various software to run its day-to-day operations. As such, defective programs give a leeway for cybercriminals to access your organization’s systems, which may compromise the confidentiality of your client’s data.

Recently, Chief Security Officers (CSOs) have adopted the use of agile software development techniques to enhance their company’s security systems. Unlike the traditional waterfall approach, agile development concentrates on step-wise software modification to yield an easy-to-secure operating system.

Also, agile software development guarantees predictability and allows a quick threat identification. As a result, it gives your organization’s IT professional adequate time to avert the cyber-attacks.

What You Need To Know About Agile Approach

If you want to safeguard your organization comprehensively, you must understand all the details of your operating system. The comprehension will help you to detect any deviation from the norm and mitigate the risk before it occurs.

However, some of the files/software may be too huge for your IT professionals to master every detail about them. What’s worse is the fact that your organization could be utilizing as little as 5% of the entire software!

So, do you need the 95% software remaining?

Well, the truth is that you do not need it! It unnecessarily adds to the volume of the data that you need to protect. Since your IT professionals may not understand most of it, cybercriminals can easily use it to target your data.

That’s where agile software development comes in;

This approach ensures that you only have what you need. It relies on the scalability and repeatability of the exercise. Your CSO and IT team can progressively add details to your operating software, but only when they are required.

As a result, you will easily understand every element of your software, which makes it helps you to safeguard your information. Training of employees becomes relatively easy due to the low volume of data involved. In the long run, the agile approach will not only enhance your security system but also boost your productivity.

What Are The Benefits Of Using An Agile Approach To Enhance Your Cybersecurity?

A majority of cybercrime activities involve unauthorized access to an organization’s systems to compromise normal operations. This has become relatively easy due to a rise in the adoption of technology both by criminals and businesses.

As such, there is a need to institute measures to protect your business from cyber-attacks. This is how agile technology helps you boost your cybersecurity:

  1. Gives Flexibility. The agile technique enables you to select what to include in your operating software carefully. This flexibility enables you to understand all the details of your systems thus allowing you to have a comprehensive security approach
  2. Continuity. The agile approach is not a one-time project. Instead, it allows your business to add various elements into the system when they are needed. If you have a professional IT team, they can detect security loopholes and code for specific features to mitigate them. This gives you a personalized cybersecurity system that you can monitor with ease
  3. Comprehensive Security Testing. Since this is a continuous process, every feature that’s developed is first tested for security before implementation. If security loopholes are identified, they are rectified before its operationalization. This gives you a significantly higher certainty when compared to software developed through the traditional waterfall technology
  4. Improves Employees’ Awareness of Cybersecurity. Employees are not bombarded with many features at once, which can be confusing. Instead, the agile approach allows a collective approach to cybersecurity. All the employees understand the step-wise development of the operating software. They are obliged to point out inconsistencies that can expose your organization to security threats
  5. Guaranteed Compliance. The agile approach makes it easy for internal and external auditors to evaluate your security systems. Your IT team will have step-wise reports on the security measures adopted to protect your data. This makes it a breeze for your organization to be certified by regulatory bodies such as HIPAA, GDPR, and PCI DSS

What To Consider Before Adoption Of Agile Approach

Before your organization starts using this approach, you should categorize your data based on sensitivity and risk of attack. Your IT professionals should be keen to first develop software to safeguard highly restricted information in your organization. You may consider using a cloud-based solution provider to help you in backing up your data and offering a more centralized point of your data source.

Also, you should adopt a reliable risk analysis approach to identify threats early enough. Ensure that you train your employees aggressively to understand the systems. This makes it easy for your team to detect threats and suggest solutions.

Bottom Line

You should never gamble with cybersecurity! Always use an approach that guarantees comprehensive protection of your systems. This article highlights the benefits you can acquire from the agile approach. I recommend that you read through and implement it to enjoy a safe working environment.

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Technology

How to Embed a YouTube Video in Google Slides

How to Embed a YouTube Video in Google Slides

Do you love to include a YouTube video in your presentation? Or are you striving to include a video in Google Slides? Then can find out how to embed a YouTube video in Google Slides in this post.

Usually, people love to add videos to their presentations to spice up their slides. If you’re striving to do that, then you can get lots of help from this post.

But before that let’s find out.

Importance of Google Slides:

Google Slides is one of the perfect alternatives to Microsoft PowerPoint. The best part of Google Slides is it’s absolutely free. Usually, Microsoft PowerPoint costs a lot of money. If you’re wondering about getting the PowerPoint presentation done more easily without costing anything means you have to use Google Slides.

Google Slides usually can be accessed through a web browser, so it’s one of the main benefits of using google slides. Users can quickly import and export text formats, pdfs, graphics and do a hell lot of things with ease. That’s the reason why people often choose Google slides.

If you’re the one who is striving to choose Google slides and eager to embedded YouTube videos on it? Then you can make use of this guide.

Usually, lots of people face issues while embedding videos. So, to remove that stress, we have created a proper guide which helps you to embed videos easily.

In this post, I’ll let you know about How to Embed a YouTube Video in Google Slides and how to embed video in Google slides as well.

How to Embed a YouTube Video in Google Slides:

Embedding YouTube videos in your Google slide presentation could be a great move to catch the attention of the users. It can increase your audience’s attention span and also engage users as well.

As you’re striving to know how to embed a YouTube video in Google Slides. You should follow the below steps.

Embed a YouTube Video in Google Slides

  • Firstly, you have to log in to your Google Drive.
  • After that, click on “New” button which is hovering on the left side.
  • Then select “Google Slides”, then you can open a new Google Slides presentation.
  • Now, click on the theme and import your presentation.
  • Then just highlight the place you want to add the YouTube video.
  • Go to the Google slides menu bar and click on the “Insert” button.
  • Then you should click on the “video” option.
  • After clicking the video option, you will get three options:
  • Search By
  • URL
  • Google Drive
  • Now you have to enter the search term for the YouTube video which you want to feature in your presentation. If you already have the URL with you, then you can click on “By URL” and click on Enter.
  • After tapping on the Enter, you will find “Select” at the bottom of the window.
  • If you click that, the video should be appearing in your slide.

Usually, the video will surround by the blue border. Here you can use the board to drag quickly, drop or resize the video. If you drag your video to the corner, it will automatically resize your video while checking its aspect ratio.

Whenever you do this process, the video will be automatically saved in Google Slides. This is how you can embed a YouTube video into Google Slides.

Until now, we have seen how to embed a YouTube video into Google Slides. Now, let’s check how to embed a video into Google Slides.

How to Embed a video into Google Slides:

People usually love to take a YouTube video and embed, but if you are working on case sensitive presentation. Or if the organization does not allow web access to YouTube means you will get into trouble. So, at that, you can embed a video into Google slides.

You can embed the video through Google Drive. As long as you have access to Google Drive, then you can embed the video in your presentation.

Let’s get into the steps of how to embed a video in Google Drive.

  1. Firstly, you have to log in to your Google Drive.
  2. Then upload the video you want in the presentation to the Google Drive.
  3. After that, right-click on the uploaded video
  4. Now, you will get an option called “Get shareable link”.
  5. You have to copy the link in that appears in the dialogue box.
  6. Then you have to take a screenshot of the frame of the video to add as the thumbnail for your presentation simply.
  7. If you don’t know how to take a screenshot then simply play the video in full screen and hit pause when you get the correct frame you want to the screenshot.
  8. Then press CTRL + PRTSC to take a snapshot in all the window computers.
  9. After taking the screenshot to upload it to the google drive, you will mostly find the file in download location or the pictures folder.
  1. Now, open your slide and tap where you want to add the video.
  2. Then click on “insert” button in the menu bar — after that click on “image” to add the screenshot in the slide.
  3. If you want, you can move and resize the image to place it perfectly on the slide.
  4. When the screenshot is still highlighted, then you can click on “insert” again then click on “link” option.
  5. After that, past the shareable link, you got on step 4 and simply applied.

Conclusion

As you have added the video in the Google Drive, it will automatically stream from its drive to the Google Slide. This will make your presentation easier and interesting as well.

This is How to Embed a YouTube Video in Google Slides. Hope you all liked this article, if you want more information then refer to the other articles on our website.

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AppsTechnology

Best Free Music Production Software in 2019

Best Free Music Production Software in 2019

Do you love music? Want to compose music on your own with the help of free music production software? Then you are in the right place. In this post, you will find a cool and best free music production software.

These free music production software can be used by anyone who is striving to compose the music either as a hobby or planning to learn the music composition.

Who Can Use These Best Free Music Production Software Apps:

Frankly, if you are a beginner or intermediate stage of learning music composition means these apps will help you a lot. When you move on to the pro level then you definitely have to use a premium version of music production software. But, presently to start you can use these free music production software.

Let’s get into the list of best free music software of 2019:

Best Free Music Production Software of 2019

Music software are also called as the digital audio workstation (DAW) software as well. So, as you are striving to check off the free music production software let’s get into the list.

Best Free Music Production Software DarkWave Studio:

DarkWave Studio is one of the best free music production software in 2019. This music production software supports windows platform from Windows XP to latest Windows 10.  Darkwave Studio is a free version so you don’t have to pay for anything but it will have enough ads.

This software is light in weight and doesn’t take much storage space. DarkWave studio has some solid platform features such as Virtual Studio, Sequence Editor, Pattern Editor, and multi hard disk recorder as well. With the help of this editor, you can edit all the digital music tracks and patterns.

This darkwave editor also allows you to arrange and mix the musical track patterns. The best option on Darkwave is HD recorder as it includes different recording options. This software has 19 different plug-ins which makes it even more interesting software to work on.

Platform: Windows.

Best Features:

  • Multi-track hard disk recorder.
  • Supports both Native x86 and x86 windows platform.
  • Limitlessly Expandable plugin support.
  • It has multi CPU Support.
  • Double precision floating point audio processor.
  • ASIO of low latency and Direct Sound Support.

Most Popular Music Production Software Garage Band:

garagebandGarage Band is one of the most popular music production softwares. It’s a user-friendly free digital music production software. This software is fully equipped with loads of features and helps you to compose music on your Mac.

You can easily get this app on the App Store and also get software tutorials as well. Garage band helps you to compose sounds with the help of its features. This tool has a complete sound library this includes voice, guitar, drums, and more sounds. Garage Band allows you to create a song with more than 200 tracks and it has a simple option of adding virtual drummer sessions as well.

This is thus far the easiest software which can help you to learn, play, create, record and share your music. The cool part of this software is you can create music with or without a musical instrument. With this software, you can make professional-sounding right away either by plugin your mic or guitar and you can also choose from its array of splendid features.

By using the garage band you can create all types of drum tracks from all zoners such as Hip hop, indie, western, EDM and more.

Platform: Mac

Best Features:

  • Share with a single click and release your song worldwide.
  • You can record, mix and master your tunes.
  • Make use of built-in piano and guitar lessons.
  • Get powerful access with shape-shifting controls such as 100EDM – transform pad smart control and so on.

LMMS:

LMMS is one of the best free music production tools you can use in 2019. This is popular cross-platform software which you can install and compose your songs in your computer. With this LMMS software, you can create great tunes, beats, and even mix the sounds. This tool is available on Mac, PC, and Linux as well.

Best Free Music Production Software

LMMS is perfectly suitable for composers who love to start their music composing journey. The software has five editors which help you create lovely melodies along with fx editors. You can also arrange samples with a wide range of synthesizers as well.

This LMMS program is a proven software which has produced great results for lots of beginners. its compatibility with other software is also good and you will find a mix of features which improves its range in music production software.

LMMS has a MIDI keyboard so its a modern interface which helps users in the perfect way. with this software you can export your files into different formats such as MP3, AIF, WAV and can transfer files quickly.

Platform: Mac, PC and Linux.

Best Features:

  • LMMS is having a user-friendly song editor for quickly composing songs.
  • It has bassline and beat editor for creating baselines and beats.
  • Easy to use Piano roll for editing melody patterns.
  • It has an FX mixer and full user-defined track automation feature.
  • LMMS is compatible with other software such as Soundfont2, Guspatches, MIDI and more.
  • You can import all the MIDI files, to the project file.

Audacity:

Audacity is quite a popular free open-source software. this special tool is one of the best free music production software in 2019. With this software, you can do hell lot of tasks such as record music, edit soundtracks and so on. Although it’s popular I had mentioned it in this place because it is not a digital audio workstation it’s just a digital audio editor.

Audacity

But nevertheless, it has some great features such as edit samples, process audio tracks, export files, convert them into different formats such as MP3, AIF, WAV, etc. This interface of audacity is seamlessly easy and it readily available for download. You can download this tool and install it on your PC, Mac and Linux systems as well.

Platform: Windows, Mac and Linux.

Best Features:

  • An audacity is an open-source software which is free to download.
  • You can quickly edit and record audio tracks on this software.
  • Record live audio seamlessly.
  • Record the computer playback on any Windows device.
  • You can convert tapes and records into the CDs and other digital recording formats.
  • Easily edit AIFF, FLAC, MP2, MP3, WAV or Ogg Vorbis tracks
  • You can change the speed of the recording.

Ardour:

Ardour is one of the best free music production software in 2019. It is a music production workstation where you can do lots of tasks with its powerful features. If you are a beginner who loves to record, edit and mix music then you can use this powerful workstation.

This ardor is a cross-platform software where it supports Mac, Windows, and Linux. With this software, you can make your music work easier. Ardor helps you to cut, move, stretch, paste, delete, trim, and align the music. Along with that, you can also use the zoom, transpose, quantize, swing, and other features.

Transform your music track with all the effects and features such as solo, fader, dynamics, send, post-fader, sync and more. Its floating-point fidelity feature can help you a lot as well.

Platforms: Windows, Mac, and Linux.

Best Features:

  • Create music tracks with fewer efforts by using effective Ardour DAW features.
  • it has special plugins with accurate automation feature.
  • Has transport sync and external control surfaces feature.
  • Video timeline can help you out.
  • Powerful signal routing feature and more.

Qtractor:

Qtractor is another popular Linux only music production software. It has all the special features and tools which are perfectly suited for beginners. This app is an extremely helpful app for all Linux users. As it has all the features such as MII file, nonlinear, editing, Multitrack support and more.

This software uses jacks for audio and it also uses ALSA Sequence as well for MIDI. In this software, you can find out the multi-track audio support and Recording feature. This tool easily exports all your files in any format.

Platform: Linux

Best Features:

  • Multi-track audio and MIDI sequencing and recording.
  • Supports all kind of audio file formats such as OGG, Mp3, Mp2, WAV, FLAC, AIFF and more.
  • It has nondestructive editing tools with an unlimited number of tracks per project.
  • You can use an unlimited number of overlapping clips
  • All the user-friendly features such as drag, move, drop, cut, copy, delete, paste, split, freeze and split are working perfectly.
  • You will also have a built-in mixer and monitor to control sounds.

Temper:

Temper is yet another free music editing tool which works perfectly. This tool can be easily integrated with other software to sync your music. With this tool, you will have a powerful MIDI editing environment where you can edit music.

It works on the MIDI and Audio Sequencer feature and has advanced functionalities such as interactive algorithm composition tools and so on. With this tool, you can use the multi-core audio engine to edit multiple music tracks.

Platforms:

Best features:

  • The best tool for event routing and manipulation.
  • It has powerful MIDI editing options.
  • This tool performs multiple takes per track.
  • It can simultaneously edit and do multiple tasks.
  • Multicore audio engine feature will also help you.

This is all about the best free music production software in 2019 post. All these softwares are free to download and there features which makes them special. If you are striving to check out the best music production software then you can make use of this post.

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SoftwareTechnology

iOS 13 Public Beta: How to install IOS 13 on Your iPhone

iOS 13 Public Beta: How to install IOS 13 on Your iPhone

Are you an iOS fan who loves to try out iOS 13? Then this post can help you out with the latest information about the iOS 13 update. Along with that, you can also learn about how to download and iOS 13 public beta on your device.

The latest version of iOS 13 has some amazing features which help you to love the update. Its promising speed improvements and new dark mode will amaze all the iOS fans. So, with all these features most of you might be striving to try this on your iPhones before the release of its original version.

So, in this post, I will let you know how you can download and iOS 13 public beta the Apple’s new IOS Public version which is presently available for developers.

Apple iOS 13 public beta update:

Apple has actually made a beta of iOS 13 available to the developers in the early June after its launch of new mobile OS version. Its new iOS 13 beta public version has undergone lots of updates. Presently Apple has rolled out its eight versions of iOS 13 beta public version. This shows that it’s doing lots of background work by resolving all the bugs.

In general, Apple is not a company which offers regular updates to iOS , WatchOS, MacOS or other operating systems. But this time there are keeping their efforts and resolving them by collecting the bugs report from beta testers.

It’s always best to try out the beta testing OS in the secondary devices other than your main device so that if anything goes wrong you can stay cool as it’s your secondary device.

Now, most of you might be thinking whether to download & iOS 13 public beta update or not?

If you’re one of them, then check this out.

Should you download iOS 13 public beta or not?

This answer mainly depends on your mindset. If you love to explore new things about the IOS 13 then others you can try out the latest iOS 13 beta public update.

You don’t have to be a developer to try out the beta version because the beta public version is useful for everyday usage. Unlike the developer version, you will not face any issues in that public version. It’s consistent enough and can be used freely but as this is a beta version you will find out some bugs while you start exploring the iOS 13 more.

Even after all the updates, you will find the bugs in the public version but its normal. If you’re uncomfortable with those bugs means you better stay away from the public version as the packed version of iOS 13 will launch soon in just a matter of a few weeks.  If you’re comfortable then you can try to download and iOS 13 public beta to experience it. But make sure you always try to use your secondary phone while testing so that you will not lose anything even when it went wrong.

Always take a backup of your iPhone or iPod which you love to install the iOS 13 beta public for safety purpose.

Let’s find out what’s new in the iOS 13 beta.

What’s new version iOS 13 public beta?

Apple has released iOS 13 public beta version 8 for all the public beta software program testers. If you’re on the software testers list then you will be receiving a public beta over the air update to download the iOS 13 beta version.

Process:

  • Firstly head over to the Settings Tab.
  • Click on General Settings — Software updates.
  • Then you will find a download option on software updates.
  • Simply download the file and install by following the on-screen instructions.

If you’re not having software updates about the iOS 13 we can try other ways as well.

let’s find out how to make a backup of your iPhone before installing iOS 13.

How to make a backup of your iPhone before installing iOS 13:

Before you download and install iOS 13 on your iPhone, ensure you backup your iPhone. So, that it can save you if anything goes wrong.  This archived backup of your iPhone is helpful and the process of this is pretty straightforward. So, there is nothing to worry about it.  Most of you might think you will have an automatic update every week but it’s always better to back up your iPhone before installing to save all the data and to make it absolutely up to date.

Process:

  • First of all, plug your iPhone into your Windows PC or your Mac.
  • Then quickly launch iTunes.
  • After that, click on the iPhones or other icons in the menu bar.
  • Always make sure you take backup and set to the Computer which you have connected.
  • You can even enable encrypted backup if you need more security.
  • Then quickly click on the “Back up Now” option.
  • Click on Encrypt backup so that you can add a password as well.
  • Then quickly backup your apps when the Onscreen software asks you to back up your apps.
  • Then click on Command to open the Preferences section.
  • You can also go to the iTunes menu bar and simply click on the Preferences tab as well.
  • Now, click on the device tab.
  • Then press control & click on your backup to choose the archive folder.

Here we are archiving your backup mainly because it can prevent your current backup overwritten by IOS 13 backups in the future. This is the vital step before knowing how to download and iOS 13 public beta update.

Which devices can run iOS 13 beta updates?

Most of you might be wondering which devices can run iOS 13 beta updates?  If you are one of them, then don’t worry, according to Apple. Any iPhone above the iPhone 6s can run this latest iOS 13 beta version.

This includes all the iPhone 6s, iPhone SE devices as well. You can run this iOS 13 on the latest 7th generation iPod touch device too.  Sadly, this won’t work in lower-end devices such as the iPhone 5s, iPhone 6 or iPhone 6 Plus as well. Although all these three devices are compatible with the iOS 12 version but it can’t use iOS 13.

This says that iOS 13 will not work on iPhones that are released in 2015 or earlier. If you are having those devices with you then you have to wait patiently until apple sends you an update.

How to download and iOS 13 public beta:

To download and iOS 13 public beta you’ll have to enroll for the Apple’s public beta tester account to get started. So, the first thing you have to do to learn about installing iOS 13 public beta is how to enroll for the beta program.

How to Signup for iOS 13 public beta:

Firstly, if you have already joined any apple public beta account in the past you don’t need to register again for iOS 13. You can simply log in to your account with the Apple ID you have registered with and start downloading the update. But if you hadn’t joined for Apple pubic beta in the past means register now.

To join follow the below process:

  • Firstly head over to beta.apple.com on your iPhone and then enroll in the beta.
  • Click on Signup to get register and enter your details.
  • Then enter your Apple ID and your email address and password.
  • Click on Sign in.
  • After that, simply accept the terms and conditions which are displayed ON- Screen.

Once you have completed the log-in process now its to download the IOS 13 update. Now, let’s check out the enrolling process of IOS 13 beta.

How to enroll iPhone in IOS 13 public beta:

IOS 13 updates are unlike the regular iOS updates. Usually, regular updates are little easier just you have to tap and start. But, for iOS 13 you have to validate the device.

Here’s how to do it and how to install it:

Note: In case you are having a previous version you can delete your profile by going to “Settings — General — Profile and then select iOS beta software and click on delete profile.

  • Visit beta.apple.com.
  • Then tap the iOS tab and click on download profile.
  • Click on install option which is hovering on the upper right corner.
  • Then enter your passcode
  • After that click on install option this time you will be sent to the beta agreement.
  • Click on agree and then tap on install to confirm.
  • After that, you can click on restart or Reboot your device.

Once you iPhone has finished restarting, you should see that IOS 13 is automatically downloaded. Now, this is all about how to download and iOS 13 public beta.

 

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Technology

How Companies Can Bridge the Last Mile in Data Analytics

How Companies Can Bridge the Last Mile in Data Analytics

Once upon a time, businesses had to rely on instincts and experience to inform their next move. These days, our digital world carries the answers to every imaginable business decision. But as we’ve learned in other facets of life, capabilities and achievements don’t always sync up.

When it comes to analytics, businesses believe in the importance of data initiatives, but admit they haven’t experienced the value they had in mind. This gap is caused when end users can’t interact with analytics fluidly.

Let’s discuss how companies can bridge the problematic last mile in their data analytics programs.

Promoting Data Literacy

A significant obstacle must be conquered before tech and infrastructure are decided: giving employees data skills. Most companies, however, overlook this necessity. What ensues is a relatively quick design process followed by drawn-out adoption that sometimes never materializes.

Reversing this order will most certainly yield more favorable outcomes. This is because placing importance on data makes adoption easier. Teaching non-technical users how to interpret data and communicate insights will also clarify planning and help organizations choose the right tech for their employees to leverage. Because planning an analytics ecosystem can be complicated, businesses will waste less time by focusing on the last mile first.

Designing Analytics Infrastructure with Context in Mind

The sky’s the limit when employees across the workplace can interact with data autonomously. But there’s still more work to be done. The merits of a data-driven culture may exist, but inroads still need to be built. This is when context comes into play. Historically, context didn’t matter. Insights were controlled by the data team and filtered down to end users via report requests. To bridge the last mile, though, findings need to reach end users in ways that fit their workflows.

Technologies like self-service analytics complement employees’ newfound data literacy by providing an easy way for them to search for questions and receive instant answers. Next-generation tools like ThoughtSpot not only allow for text-based queries but also provide voice analytics capabilities to mirror the conveniences of our everyday consumer lives. The ease with which employees can access insights undoubtedly makes them more effective in their roles, but simple sharing features also help strengthen entire teams and departments.

Incorporating AI to Accelerate Deeper Insights

Ad hoc queries aren’t the only cutting-edge tech that can heighten the everyday knowledge businesses glean. Data-literate company cultures and streamlined analytics processes uncover much of the value lurking in companies’ vast amounts of data. But in the age of artificial intelligence, there’s always more depth to be had. AI subsets like deep learning and machine learning help squeeze more value out of queries, as well as ensure users don’t miss something pertinent. Per McKinsey, AI techniques have the potential to create between $3.5–$5.8 trillion in value annually across nine business functions and 19 industries.

After all, even with a baseline level of data literacy, employees are only human. They’re bound to miss details from time to time, as are trained data professionals. Opting for an analytics tool that incorporates AI will ensure users know if a data set contains an anomaly, a causal or non-causal relationship, or a key indicator that’s not so obvious. With AI doing the heavy lifting, employees can trust that they’re receiving accurate results and move on to the next task.

Succeeding in analytics requires planning and executing on several levels. But if that last mile isn’t addressed, the value of analytics will be left in the lurch. When laying out the flow of your data program, address that last mile first by increasing data literacy, delivering knowledge to users with context, and using AI to get the full scope of insights. Then, and only then, will the gap between expected value and realized gain align.

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