Data Governance Framework


Data Governance – Helping Your Organization Comply, Transform, and Integrate

What is Data Governance Framework?

Information administration shapes the reason for extensive information administration and makes the productive utilization of dependable information conceivable. The effective administration of information is an imperative undertaking that requires incorporated control component.

For investigators and information researchers who try to advancement and information experimentation, administration can suggest confinement, impediment, and superfluous organization. For administrators working in enterprises bound by control, consistence, and affectability to issues of security and information insurance, the prospect of more administration runs counter to desires of advancement and “information opportunity.” Yet, despite the bureaucratic-sounding name, and as opposed to the attractive sounding term “Enormous Data,” Data Governance has turned into a fundamental prerequisite for any association that tries to infer knowledge and business esteem from their information resources. Here is the situation for Data Governance, and why information administration should matter to each business official, not just information experts.


Figure 1: Data Governance Framework Process

Why is Data Governance Framework important now?

Data has grown significantly

1. Structured information is developing by more than 40% consistently.
2. Traditional content writes, including unstructured information, are developing by up to 80% each year.
3. Global information will develop to 40 zettabytes (ZB) by 2020.
4. 85% of this information development is required to originate from new sorts; with machine – produced information being anticipated to expand 15 times by 2020.

Variety of data and increase in sandboxing culture

The cutting edge examination use information from a wide range of interpersonal organizations and blogospheres, machine-produced information, Omniture/clickstream information, and in addition client information from credit administration and dependability administration. Close by this, associations have now set up sandboxes, pilot conditions, and embraced information disclosure devices and self-benefit instruments. Such information expansion and the lofty increment in information utilization applications requests stringent and viable information administration.

More stringent regulations and compliance

The becoming administrative and consistence necessities are making successful information administration an unquestionable requirement have for businesses like budgetary administrations and social insurance. The administrative prerequisites are currently more requesting around information protection, individual data insurance, information security, information ancestry, and chronicled information.

This makes information administration top need for Chief Information Officers (CIOs). Truth be told, an overview by Gartner proposed that by 2016, 20% of CIOs in directed businesses would lose their occupations for neglecting to execute the teach of Information Governance, effectively.

Today’s managers use data for decisions and actions. In our experience, many managers feel that the data they are accessing is inaccurate or incomplete, and hence, both confidence and adoption of business intelligence and analytics systems is low. Hence, data governance initiatives need to generate good confidence in the data managers see and use for decision-making.

Data Governance Challenges

The importance of information administration is self-evident. By and by, in spite of its points of interest, numerous organizations are reluctant to execute information administration programs-either in view of the accepted many-sided quality or because of general vulnerability.

Actualizing information administration programs is in no way, shape or form a minor endeavor. The accompanying are a portion of the greatest obstacles in the execution stage.


Information administration requires an open corporate culture in which, for instance, hierarchical changes can be actualized, regardless of whether this exclusive means naming parts and doling out obligations. Therefore, information administration turns into a political issue, since this at last means dispersing, granting and furthermore pulling back obligations and skills. A delicate approach is required here.

Acceptance and communication:

Information administration needs acknowledgment by methods for a working correspondence between all gatherings by reasonable representatives in the correct spots. Venture supervisors specifically need a comprehension of the specialized and also business perspectives, the language and ideally a general calculated perspective of the organization.

Budget and Stack Holders:

Usually still hard to persuade partners in the association of the requirement for information administration programs and to get spending plan. Moreover, changes are frequently frustrated by imbued, however working procedures and inadequacies in data handling are repaid by not straightforwardly unmistakable assets in business divisions.

Standardization and Flexibility

Organizations should be adaptable to address quick evolving prerequisites. Be that as it may, it is indispensably essential to look for the correct harmony amongst adaptability and information administration benchmarks as indicated by every individual organization’s business necessities.


Brand Evolution


Much like natural evolution, Brand Evolution is a continuous process of changes over a period of time. All the changes have been independently taken without any master plan of where things might end up. Brand evolution usually leads to an undefined end goal and a design of product/service which is still not the final one.

Brand evolution requirements are way above how brand look, feel, touch & behaves. It requires multiple tools, methods, Frameworks for product level decisions, key partnership for the product etc. that places customer needs and voices on the top of everything. This ensures that products and services which customer touch are meaningful for them.


The brand evolution can be broken down to three eras:

a. Brand as “Marks” (A brand as a symbol)
b. Brand as “Media” (A brand as a message)
c. Brand as “Means” (a Brand as enabler)


Several centuries ago, brands were viewed as objects. These marks were distinct names or symbols that identified one owner/maker from the others. The best example here would be Coca-Cola with its unique typography, bottle and colour that separates it from its competitors.


In the era of the powerful media and mass advertisement, the first era of brands as a mark evolved to “Brand as Media”. In this, messages and communication were about the product and reflected the belief that communication about the product leads to the communication of the brand values as it creates extra layers of meaning beyond symbols & signs.

In this era, brand shifted from feature to perception and from an object to an Idea. Taking Coca-Cola, it ensured that it controls the idea about the brand in your mind. By consistently creating the message via different media, it ensured that it stays in consumers mind.


In the latest era of the sensory overload, persuasion works through various methods like interruption and repetition. In this era, instead of being a passive audience, customer becomes the active part of the brand by understanding the basic question of “What does the brand want me to do”. This led to a shift in approaching brand as a product to brand as a service. This brand as a service is characterized by 3 points:

1. Service is the common denominator of exchange
2. It is oriented on service rather than the goods. Although goods remain an important part but service associated with it supersedes.
3. Value creation is the most important factor for a customer because the interaction with the customer defines value of the service.

Common Mistakes Every Analyst is Bound to Make

Many a times there are circumstances when individuals who deliberately or non-purposefully end up making incorrect interpretations.

The reason for this post is to draw out a portion of the basic errors analysts make and how to evade them:

1. Drawing Inferences without Eliminating Outliers

If you are certain that any event does not characterize a normal outcome, you need to filter it out from your analysis. For instance, if a companion of the President or the CEO or a member of top managerial staff contributes a major sum through one of your commodities, that ought to be expelled from the data.

Following measures will ensure that you are not making any errors in interpreting inferences by looking at mean:
(i)- Check the distribution and screen out any outliers from your exploration
(ii)- Notice the skew of (mean/median) to identify the amount of skew coming from bigger or smaller values. Higher or lower the value (compared to 1), higher is the skew. If the skews are high, consider both mean and median before making any deductions.

2. Comparing Distinct Sets of Population, Segment or Cluster
You can face this error if you do not distribute the population in a non- random way. Whenever you do so, please ensure that populations are alike on all the crucial parameters. It is best to refrain from associating non-random distributed population. In case, you require to do so due to logistic & resource constraints, compare pre vs. post before you arrive at any assumption.

3. Drawing Inferences on Thin Data
This happens when you need to bring out insights for each conceivable portion of data. By doing this, you end up with fragments or clusters which have little population and the peruses may not be statistically significant.
To avoid such blunders, confidence intervals should always be plotted to the values to be calculated or extrapolated. This will give an idea whether the extrapolation is precise or erroneous.

4. Wrong Applications of the Inferences 
It is human propensity to sum up insights and outcomes. You widen or apply a learning in light of various set of population or conditions to a distinct set. Those insights could conceivably be significant. In case, your credit scoring model depended on a population originating from a specific channel (e.g. Branches), you cannot have any significant bearing it to a distinct set (e.g. Online). You will wind up misinterpreting things.
To avoid such errors, continuously check whether you are outspreading your models to a population which it has not seen in past. If you know about any progressions, keep on monitoring the population on key factors (e.g. for credit scoring model, you have to screen age, wage, unemployment rate, credit document match % and so on).

5. Correlation doesn’t imply Causation
Correlation is a statistical tool every analyst uses frequently. The principal caution when using it is that it should not be considered as causation. If two events are occurring close to each other, it is not obligatory that they are occurring because of one another. For example, if my age is increasing with time and my brother’s age is also increasing with time, it does not mean my age is driving his.

These were the most common errors that analysts tend to make. With practice comes perfection. So, the only advice is to practice more with diverse datasets on a regular basis.

Cloud Storage


cloud storage is a remotely available information/data storeroom that can store an immense measure of information/data which can be accessed by any approved or authorized individual remotely, i.e. from any part of the world through confirmed passwords via a regular internet connection.

Now the real inquiry emerges, what you really do with your data ?


The appropriate response is, you spare it to a remote database and that remote database can only be acessed over web.

So we may, in consistent terms, can expect that the information is put away on the web.

Well the prospect of putting away information over web is very fascinating and in addition somewhat exasperating as well, as it have gigantic protection concerns with respect to the security of the data.

Cloud stockpiles are overseen by some huge players of IT industry. They have appropriate assets as far as cash, framework, servers and in particular human knowledge to execute such mind boggling and delicate work with most extreme exactness and precision.

Securing data over cloud is amazingly basic and modest. Associations like Google, Microsoft, Apple, Amazon and so on have their own particular cloud services. They give their customers free storage of couple of gigabytes. On the off chance that a user surpasses its farthest point then they charge membership expense every year to utilize their services.

It is said that there are no rainbows without rain and that every coin has two sides. With advantages we get some disadvantages also.


1. Ease of Usage:

To utilize cloud services, you simply need to join in the particular specialist organizations site and simply begin utilizing their services.

2. Ease of Access:

You can access your data via by means of your enlisted account from anyplace.

3. Multiple Access:

A registered user can get to his/her information on numerous gadgets with no difficulties.

4. Backup:

Cloud storages can likewise fill the sole need of reinforcement and recuperation for individuals and also for organizations.

5. Security:

The cloud storage is usually encrypted and secured enough to be accessed just by an approved individual.


1. Internet Access:

A cloud service cannot be accessed in absence of internet connectivity.

2. Privacy Concern:

You can never be sure enough when a third party has a hold over your personal or professional information.

3. Expenses:

You need to renew your services annually if you exceed free usage limits and that could be pretty irritating.

4. Loss of Data:

If the user forgets the passwords required to access such facility, he will lose all his data.

5. Vulnerable to Attacks:

Anything that includes web brings up an awesome issue of worry. Online information is more inclined to digital assaults. Anything that includes web brings up an awesome issue of worry. Online information is more inclined to digital assaults.


Cloud storage is extremely valuable even after certain disadvantages attached to it. On the off chance that you exclusively would prefer not to rely on cloud storage’s, you might need to keep it as a backup and recovery source. It is extremely simple and less unwieldy process than the other conventional storage processes. Additionally, it gives you an extensive variety of availability and flexibility by allowing you to travel without hefty hard disks in your luggage.

Implementation of 5S

5S methodology is an integrated housekeeping technique, deployed by the Japanese, to maintain and manage systematic work-flow at offices. This framework centers around putting everything where it has a place and keeping the work environment clean, which makes it less demanding for individuals to carry out their employments without dawdling or gambling damage.

Implementation of 5S.jpg

Seiri/ Sort
Begin by expelling all things from your work territory. Assess the equipment and separate those items that are significant to the accomplishment of the capacity performed at the workstation. Dispose of any copies, pointless gear, rarely utilized things and junk. Distinguish the trivial things as either waste or “profitable however not critical.” Store the unnecessary things outside of the workstation zone. This spares time, space and optimizes costs, while upgrading efficiency and productivity.

Seiton/ Set in Order or Store
Whatever tool/ equipment/ item is considered significant to the operation should now be sorted out. Dole out positions for all tools and equipment, ongoing work and raw materials, keeping in mind, the reachability, identification and propinquity to work surface as a main priority. The objective is to augment the proficiency of the workstation layout.

Seiso/ Shine
Ensure that you keep everything clean, each day. Doing this keeps things prepared to be utilized when required. A neat and clean workspace is a profitable workspace, and Seiso actually signifies “to clean or sparkle.” Clean the floors, the walls and the gear and guarantee all things are restored to their assigned place. Ensure the workstation is spotless and bright. This ought to be a part of your daily routine.

Seiketsu/ Standardization
Make sure that the work territory doesn’t come back to the initial, disorganized, unsystematic condition. Integrate the first three S’s in your day to day chores. Actualize them with the assistance of banners, signs, shadow boards, instrument holders, and so forth. Ensure all the employees comprehend their duties and are responsible enough to carry out all of the tasks.

Shitsuke/ Sustain
Make 5S a part of your culture, and integrate it into the corporate values. Practicing these measures is an incessant process. Ensure that they are done every day to counteract slipping into old propensities. Assemble authoritative assurance with the goal that 5S ends up as one of your organizational qualities so everybody develops 5S as a custom, a tradition, a convention. Incorporate the 5S technique into the performance management system.

Advantages of Implementing 5SImplementation of 5S.jpg

The objective of a 5S program is to get products nearer to operations and workforces; labelled, systematized and categorized in order to dispense wasted time and fruitless resources. The 5S model is “a place for everything and everything in its place,” and assists in eliminating squandered time, space and stock. Accomplishing 5S raises product quality and enhances work profitability, bringing about optimized costs and higher productivities.

Ways HR Creates More Value for Business

By Aatmika Bharadwaj, 3rd Eye Advisory Ltd

There has been a tectonic shift in focus of organisations from traditional human resources to strategically aligned HR. The role of human resources in modern organisations is quite different from that in traditional companies. No longer is HR merely resource administration but the function has increased with strategic focus on key business imperatives.

Despite the fact that operational part of HR is unavoidable, a significant need that has off late is to hire and train HR personnel that can connect to resources on all level. While it is true that the operational part of HR is unavoidable there is need to train and involve HR on strategic level.

Following are four ways that HR can create and add more value for Businesses:

1. HR Focus should comprise of both Internal & External Stakeholders: strategically aligned human resource teams keeps a clear focus on the business as well stakeholders of the business; this includes employees and managers inside the company, and it also encompasses customers, investors, and communities outside. The value of HR is not just what happens inside the company but outside as well.

2. Making use of Technology – Digital HR: In order to deliver value, Human resource professionals must understand that in order manage well in a digital age, both efficiency as well as technological innovation are required. Additionally, it also requires the ability to choose the right medium of digital solutions that is customised as per requirement and help build connections in this digital age.

3. Designing the right HR department: To ensure that HR delivers optimum business value, the department needs to be organised in a way that both efficiency and effectiveness can be achieved. In order to be that, HR departments should be strategically aligned to organisational goals. This would mean, that in a centralised business, HR could also be centralised; Comprising a common set of HR policies and practices throughout the organisation. Subsequently, if the business model is decentralised, then HR should be decentralised as well. It has become imperative for organisations to align their respective human resource departments in line with strategic goals.

4. Focus on building the right HR competencies & empowering managers: Research has established that there are certain HR competencies that every HR department/professional must develop. Finally, intermediate HR managers who are accountable and responsible for the work should be empowered to take strategic decisions around talent and leadership.

Human Resource team leaders in global organisations are constantly directing their teams towards become more strategically relevant and oriented.

Things that are hurting your career

A recent survey revealed that as many as 83% of people had personally witnessed their peers/acquaintances take a miscalculated career step that had a negative impact on their career. Interestingly, 69% of the respondents admitted to having personally done something that adversely affected their own career. As many as 31% of respondents felt these career mistakes made by them resulted in loss of job or withheld their promotion and as high 11% admitted that these wrongdoings damaged their hard earned reputations.

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