Organization Attribution Model: Complicated but Important to Understand

Most of the time entrepreneurs get trapped, when they are looking for some insight queries about their organization, which help them to invest their money on proper channel to get maximum return. That time they take help of data analyst, and they help them to find solutions for some complex queries like:

  • Which are the most effective acquisition channels for investment ?
  • What people actually do before making purchases?
  • What prompts them to make purchases?

Attribution-mdoel-solves-your-business-query

You will get all your answer if you select right Attribution Model.

Google defined attribution model is the rule, or set of rules, that determines how credit for sales and conversions is assigned to touch points in conversion paths.

There are basically three types of Attribution:

  • Online to Offline Attribution Model: Try to understand the impact of online marketing campaign on offline marketing channel. Number of offline leads we generate because of our online marketing campaign.
  • Multi Device Attribution Model: Try to understand how different gadgets contribute to conversion and how much credit goes to distinct devices for a conversion. Let’s say a customer watch an ad on TV, then he makes search on mobile, later he reads reviews on his tab and finally purchase that product online by visiting the website directly through his laptop.

multidevice-attribution-model

  • Multi Channel Attribution Model: Similarly try to understand how different channel contributes to conversion and how much credit goes to each channel for conversions. Let’s take below example.

multi-channel-attribution

There is another attribution model, which is more realistic one and this model is blending of over three attribution models. First two models are still unresolved puzzled for data scientists. However, you can use the last one to know the real forces or channels behind your revenues.

Now let’s find out which channels gives you better return. Let’s go and check data in your analytic report.

pie-chart

From the above report and pie-chart, you arrive at the conclusion that your most successful medium is direct one while minimum effective medium is SM and CPC medium respectfully. So you need give more focus on referral medium or organic medium than paid medium because it will give more conversion or revenue. Am I right?

Here, attribution model comes into picture. Before taking any decision, just I need to educate you that above multichannel attribution model is focused around last interaction model, mean last interaction or touch point before conversion gets 100% credit. This is the default one in Google Analytic; whereas some other models like: last Non-Direct Click, Last Adword Clicks, First interaction, Linear, Time decay, and position based attribution model are also available(For more you can see : https://support.google.com/analytics/answer/1665189?hl=en&ref_topic=3205717)

Some organizations used different attribution model like first Interaction Model or linear model or something else. So if you see the above chart table by considering the different model, then you may reach some other conclusion. Chances are there if you go for first Interaction Model; you can see CPC medium is more profitable than direct medium because in this model the 100% credit goes to channel which introduces your product or service for the first time.

Therefore, it is important to understand attribution model and for this, you should have deep knowledge about your business, products, and the target market. Otherwise, it will lead you to wrong attribution model and which causes losing money. You can also compare your ROI/ROAS by comparing different attribution model which gives you clearer picture. For this, you can take help Comparison Tool and Multi Channel Funnel Report in Google Analytics.

Read Also: 5 Google services to help you to reach your business goal!

I hope you find this topic useful. At Andolasoft we are still in a process to understand users behavior through different attribution model and I would also like to hear your thoughts regarding this in comment section.

Rails Or Django – Which One To Choose?

Rails or Django - which one to choose?

Python and Ruby are the most popular dynamic programming languages. Developers are using these two languages for high-level application development. Python and Ruby are popular among web developers because of their rapid development cycle.

Here, I have discussed the most important difference between Python and Ruby:

Philosophy

Python has been designed to emphasize the programmer’s productivity and code readability. The philosophy of Python requires almost everything explicitly defined by a programmer, whereas Ruby allows programmers to reuse the in-built components in development.

The philosophy behind Ruby is that programmers should have the flexibility and privilege to write concise and compact code.

Functional Programming

Both Rails and Django use object-relational mapping to link the application to the underlying database. In Django, the developer is required to explicitly specify each attribute of every class.

But, In rails, all module attributes are not defined in the class definition. A developer can retrieve all the information from the database based on the class name.

In Rails database migrations is very easy and in-built compared to Django, as it uses third party library like South.

Convention over Configuration

Ruby on Rails defines certain features that make web programming more effective and user-friendly. Convention over configuration (CoC) is one of the important features of Rails.

“Convention over Configuration” means a developer only needs to specify unconventional aspects of the application. There are some predefined layout and sensible defaults available in rails projects.

All components such as models, controllers, and static CSS and JavaScript files are located in standard sub-directories and you just need to drop your implementation files into those directories.

CoC saves a lot of time of developers because in rails you don’t need to write the same code again and again.

While in Django, you have to specify the path where the component files are located. So the development cycles in Rails are shorter as compared to it’s counterparts.

Model-View-Controller and REST

Ruby on Rails is unique because it supports the REST protocol. It helps you to organize your application. In Rails, all model objects are accessed and handled in a uniform manner using the standard HTTP verbs like getting, PUT, DELETE, and POST.

CSS, JavaScript and images

Rails have an in-built asset pipeline. Rails’ asset pipeline is having feature of minifying, concatenating and compressing JavaScript and CSS files. Not only that, it also supports other languages such as Coffeescript, Sass and ERB.

Django’s support of assets it very amateurish compared to Rails and leaves everything to the developer. Django offers static files, which basically collects all static files from each application to a single location.

URL mapping

Both Rails and Django allow for the use of regular expressions to customize the mapping of URLs to controller actions. Both are flexible enough to allow you to create pretty much any mapping scheme you wish.
But, Rails does automatic URL mapping based on the class and function names within controllers by default.

Testing

Testing is very easy in Rails and there’s a much stronger emphasis on it in Rails than in Django.

Popularity

Python is generally more widely used than Ruby. Due to the rising popularity of the Ruby on Rails Web application development framework, Ruby’s popularity to has seen rapid growth.

Both Rails and Django are effective web frameworks powered by efficient programming languages. However, Rails is the best platform for rapid web app development.

Andolasoft offers quality rails development service. We specialize in developing database-driven web applications in an efficient and hassle-free way.

Recommended Blog: Steps to add ‘Elasticsearch’ to Rails App

Have something to add to this topic? Share it in the comments

5 Google Services To Help You To Reach Your Business Goal

Every single company or organization has certain goals or objectives. If you are an entrepreneur, then the biggest concern for you is to achieve your organization’s goal.

These goals may vary from organization to organization. Some common business goals are making profit by selling products or service, brand promotion, client retention and so forth.

Here are the top 5 Google products or services those can help you to achieve your business goals.

Marketing_Cart

Google AdWords :

For us Google AdWords is the first thing that come to our mind for advertising our services or products for bigger audience through search/display medium.

According to recent survey more than 2 billion people use Google search and as per Double Click Ad Planner, advertiser can reach to 83% of unique Internet users around the world through Display network.

These numbers are self-sufficient to explain why you should consider Adword paid marketing for your business.

You can pass your message to your potential customer through text, image, video or other rich media Ad medium.

Google Analytics:

This is definitely one of the best API released by Google to give you the insight of business. If you are a business owner, and you are looking for key insights of your business, which may help you in decision making process then you can’t undermine the power of Google Analytics.

You can see from where you get traffic, where did you losing your visitors, what are they searching for, which medium gives you better ROI and lots more.

This is without a doubt helps you to give better online experience to your visitors and to transform them to your potential customers. It has both free and premium versions.

YouTube:

Video is an excellent medium to raise awareness, drive traffic to your site and also helps to generate lead and sales for your business.

YouTube is the largest online video sharing site. According to YouTube, every month, more than one billion people visit YouTube and watch over six billion hours of YouTube videos.

So to reach such a huge customer base through such a powerful medium must be in your marketing list. Also YouTube provides powerful analytic tools that help you to check how your videos can perform and what you can do better.

Besides that you can promote your YouTube videos through AdWords for Video campaign management tool.

AdMob:

Mobile or smartphones has created new revolution in the advertising world. What do you want more than to connect with your visitors in 24X7 basis?

These screens may look small but opportunities they generate is really hard to match and AdMob gives a stage where you can grab those opportunities.

You can promote your apps to countless smartphone and tablet users across the AdMob network; monetize your apps with ads from over a million Google advertisers worldwide, and lots more.

Wildfire by Google:

Wildfire is social marketing software acquired by Google in 2012 for $350 Million.

This acquisition becomes the blessing for an enterprise, who wants to create attractive and interactive social media campaigns, run social ads, and measure social ROI easily and effectively.

This an ideal tool if you want to incorporate social media marketing in your marketing strategy; however most of the features available in Wildfire are not free.

Today we share few products or services of Google that you can include in your marketing strategy.

Apart from this you can consider Google Merchant (highly recommended by considering its increasing popularity), Double Click program, Google My Business and many more.

See Also: Advantages and Disadvantages of Hiring Remote or Virtual Team

Andolasoft is a leading web and mobile app development company. If you are looking for any types of assistance in application development, business Intelligence, AWS or cloud hosting then please send a request and we will reach you.

I hope you enjoyed this topic and this list is definitely incomplete without your suggestions and feedback. So feel free and share your comment below.

Defect Management Process in Software QA/QC

A defect is an error or bug found in the application. A programmer while designing and developing the software could make mistake. These mistakes or errors are also termed as faults in the software.

While testing a software application or product, if the actual result deviates from the expected result then it is termed as defect.

A Software defect / bug is a condition in software which does not meet the requirement or end-user expectation.

Defect Management Process:

Defect management process includes the following steps:

Identify
This step involves detecting a defect. The person noticing the defect is mostly someone in the testing team. In the real world, it can be anyone including individuals in the project team, or even the end-user(customer).

Category
When a defect is reported, it is assigned to a designated team member to confirm that the defect is actually a defect as opposed to an enhancement, or other appropriate category. Once categorized, the defect moved into the process flow and the next step is to prioritize it.

Priority
Priority is based on combination of the severity of impact on the usability, relative effort to fix, along with a comparison against other defects. The priority should be determined with representatives of the customer and the project team.

Assign
Once a defect has been prioritized, it is then assigned to a developer or other technical person to fix.

Resolve
The developer fixes (resolves) the defect and follows the organization’s process to deploy the fixed code to the environment where the defect was originally identified.

Verify
Depending on the environment where the defect was found and the fix was applied, the software testing team or customer verifies that the fix is actually resolved the defect.

Close
Once a defect has been resolved and verified, the defect is marked as closed.

Defect report or Bug report consists of the following information:

  • Defect_ID – Every bug or defect has its unique identification number
  • Defect Description – This includes the abstract of the issue.
  • Product Version – This includes the product version of the application in which the defect is found.
  • Description – This includes the detailed steps to be followed to re-create the issue with the screenshots attached so that developers can recreate it easily.
  • Date Raised – Date when the bug is reported
  • Reported By – This includes who reported the bug like tester Name and ID
  • Status – This field includes the Status of the defect like New, Assigned, Open, Re-test, Verification, Closed, Failed, Deferred, etc.
  • Fixed by – This field includes the details of the developer who fixed it like Name and ID
  • Date Closed – Date when the bug is closed
  • Severity: Based on the severity (Critical, Major or Minor) it tells us about impact of the defect or bug in the software application
  • Priority: Based on the Priority set (High/Medium/Low) the order of fixing the defect can be made.

See Also: How to identify Cross Site Scripting (XSS) Vulnerabilities threat

Defect management process or bug tracking is an integral part of our Quality Assurance process. Avail our QA services not just for projects done by us but also for projects done by you or your vendors.

I hope you enjoyed this topic, if you have any questions or comments please share below!