Are Master Data Management and Hadoop a Good Match?

Master Data is the critical electronic information about the company we cannot afford to lose. Accordingly, we should sanitise it, look after it, and store it safely in several separate places that are independent of each other. The advent of Big Data introduced the current era of huge repositories ?in the clouds?. They are not, of course but at least they are remote. This short article includes a discussion about Hadoop, and whether this is a good platform to back up your Master Data.

About Hadoop

Hadoop is an open-source Apache software framework built on the assumption that hardware failure is so common that backups are unavoidable. It comprises a storage area and a management part that distributes the data to smaller nodes where it processes faster and more efficiently. Prominent users include Yahoo! and Facebook. In fact more than half Fortune 50 companies were using Hadoop in 2013.

Hadoop – initially launched in December 2011 ? has survived its baptism of fire and became a respected, reliable option. But is this something the average business owner can tackle on their own? Bear in mind that open source software generally comes with little implementation support from the vendor.

The Hadoop Strong Suite

  • Free to download, use and contribute to
  • Everything you need ?in the box? to get started
  • Distributed across multiple fire-walled computers
  • Fast processing of data held in efficient cluster nodes
  • Massive scaleable storage you are unlikely to run out of

Practical Constraints

There is more to Hadoop than writing to WordPress. The most straightforward solutions are uploading using Java commands, obtaining an interface mechanism, or using third party vendor connectors such as ACCESS or SAS. The system does not replace the need for IT support, although it is cheap and exceptionally powerful.

The Not-Free Safer Option

Smaller companies without in-depth in-house support are wise to engage with a technical intermediary. There are companies providing commercial implementations followed by support. Microsoft, Amazon and Google among others all have commercial versions in their catalogues, and support teams at the end of the line.

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Implementing Large-Scale Complex Business Change

Sometimes, driving your people to work harder is not enough for your organisation to withstand the pressures laying siege to it. With uncertain economic conditions, unpredictable fresh competition, and looming threats from the environment or even pandemic-grade diseases, empowering your people to not only ‘think’ but also to ‘step’ out of the box is currently the name of the game.

However, such initiatives typically require sweeping changes throughout your entire organisation … and to think even the slightest change is often met with hard resistance.

Whether you’re about to undergo an M&A, relocate due to a major catastrophe, scale down to a skeletal workforce, or implement a brand-new company-wide strategy, our systematic approach to large-scale complex business change can help you make the transition as seamless as possible.

We understand the importance of the human aspect in change management. That is why we’ll focus on making your people appreciate the benefits of having to learn new skills, perform new tasks, employ modern technologies, and go through new processes in order to tone down the resistance level.

Our entire process spans from top to bottom, wherein we’ll start with your sponsors, down to your managers, and then to other stakeholders in making them appreciative of the needed changes and in order to achieve alignment with your organisation’s goals. Our top to bottom approach is also aimed at casting a positive “shadow of the leader” on people down the line, enabling them with an optimistic view despite the gruelling tasks before them.

We invite you to have a look at the steps we take in implementing large-scale complex business change to win over a strong and lasting commitment to it.

Evaluating the Required Change

Large-scale complex business change initiatives can be implemented expeditiously and economically if you’ve clearly defined the scope of the change as well as the forces that shape your organisation. You’ll want to know which areas yield easily and which are hard to change to determine where and how you’re going to focus more of your efforts on.

To arrive at a sound and systematic plan, we first gather as much information as needed and analyse them. We determine whether your departments have the required capabilities and how we can arrive at a clear organisational alignment. That way, we don’t waste time, effort and resources when the moment comes to carry out the plan.

These are some of the diagnostic procedures we perform in evaluating the required change.

  • Change complexity analysis. We’ll assess the contribution of people and task factors to the overall complexity of the change project. This will help us determine how to approach the problem efficiently.
  • Causal analysis. By establishing cause and effect relationships, we can identify root or circular causes. This will allow us to pinpoint problem areas and prevent a repetition of past mistakes.
  • Structural analysis. Any company is propped up by a number of structures: organisational, process, motivational, social, and physical, among others. Understanding the structures that drive, motivate, hamper, connect, and influence your people’s behaviours can provide insights as to how or where structural change can best be executed.
  • Context analysis. We’ll look into market forces as well as political, economic, social, technological, legal, and environmental factors enveloping your business. We’ll also analyse your driving objectives, organisational alignment, and organizational capabilities. By analysing the internal and external environment in which your business currently operates, we can formulate a customised strategic and effective plan of action.

Managing Stakeholders

Change initiatives won’t prosper without total commitment from all stakeholders. Stakeholders refer to people in your organisation who either have interests in the change project or can be affected by it.

We deal with your stakeholders starting from the top because if we can’t gain full commitment from those already in the best position to spur the diverse entities in your company into active cooperation, striving to secure commitment from other areas will be futile.

That is, if you don’t have the full support of your key and principal sponsors, i.e. the people who have the biggest say and have greatest control over resources in your organisation, you can’t hope to sustain the change endeavour, let alone provide the much needed spark to get it started.

Here’s how we carry out our stakeholder management actions.

  • Conduct research to identify all stakeholders: the sponsors, your internal and external partners, the main targets of the change, and all interested parties. That way you can “switch on” implementors of each change action in the proper sequence.
  • Not everyone will offer resistance to your change endeavours. We’ll help you identify those stakeholders and sponsors who are willing to offer support, evaluate the level of support they are willing to give, harness all available supports and utilise them extensively to benefit the change.
  • Gain a deeper understanding as to why certain stakeholders are willing to lend support. In doing so, we can implement the right strategies that will encourage them to continue supporting you.
  • Assemble a leadership team that will champion your change initiatives. We’ll facilitate effective collaboration among its team members, transforming them into a cohesive force designed to carry out plans and motivate everyone else down the line.
  • Upon realisation of the change project, we’ll see to it that all stakeholders get a taste of the carrot at the end of the stick. This will encourage them to continue active cooperation in future change initiatives.

Planning for the Change

Anyone who has experienced having their car stuck in the mud knows that stepping on the accelerator will only get the vehicle trapped even deeper. Without the aid of a towing truck, getting the car out will require careful planning since different combinations of pulling, pushing, lifting, rocking to-and-fro, and stepping on the accelerator may be needed.

Of course, some combinations are just better than others. The same principle holds when effecting change.

Our approach to change management typically varies depending upon the information we obtain from the different analyses performed earlier. For instance, since not all organisations are suitable for a collaborative approach, we will employ either collaborative, consultative, directive, or coercive change management strategies wherever applicable.

A well-planned change will result in a smoother, less costly, and less disruptive transition. Here’s how we’ll help you plan your change initiatives.

  • When put in a predicament similar to the car-in-the-mud, the basic strategy entails identifying the current resisting forces and predicting what other resisting forces may be encountered along the way. After researching and pointing out your organisation’s resistance forces, we’ll lay out the most appropriate facilitation, education, and negotiation techniques.
  • To bring down wastage to the lowest possible levels, we’ll engineer a change delivery plan that involves the most cost-effective sequence of driver, process, technology, organisational, and people alignment.
  • To win and maintain a high level of trust, confidence and commitment from all sponsors and stakeholders, we’ll present a clear road map of the change process as well as landmarks that will prove how far we will have gone. These landmarks will then be brought to each sponsor’s and stakeholder’s attention each time they are arrived at in order to build up assurance and continued commitment.
  • We’ll design measurement tools and schedule reporting deadlines so that you’ll know what to look forward to and when to expect them.

Managing the Change

Your company will hold a better chance of maintaining a sizeable lead over the rest of the pack if you constantly establish a rally point and instil in your stakeholders the drive to rally to that point from the get-go. To make this happen, your company must undertake the unfreezing, transition, and refreezing phases of change skilfully in order to bring all stakeholders into the right mindset.

Our specialists’ systematic and efficient methods for each of these phases are designed to simplify the management of each phase as well as provide a seamless shift from one phase to the next. This is what we’ll do:

  • Set up a change project management office to ensure that everything associated with the change initiative is given the needed attention and resources even while all the other usual processes in your organisation run concurrently.
  • To unfreeze your people and get them started on the road of change, we’ll employ unfreezing techniques wherever they are most appropriate. We’ll resort to different kinds of methods ranging from presenting persuasive evidence justifying the need for change to showing a motivational vision for inspiring your people to embark on the change process.
  • Since it is during the transition phase when your people can find themselves groping in the dark, we’ll offer executive coaches for your senior managers; facilitators to provide guidance during team meetings and other change activities; coaches to educate and inspire them to meet the change with the right attitude; trainers to teach new systems, procedures, and technologies; as well as employ a variety of other techniques in order to make the transition phase as seamless as possible.
  • Although your people should always be ready to undertake the next major change after a previous one, there should be points in between where they can taste the spirit of success, establish a temporary base to rejuvenate, and immediately gain a deeper understanding of the nearby terrain so as to envision the next rally point. We’ll see to it that this vital phase of change is carried out completely.
Energy efficiency- succeed and benefit

Energy is neither created nor destroyed; it is only transformed. This being the law of conservation of energy, and given that the process of transforming energy is inefficient resulting in loss of usable energy in the process of transforming one form of energy into another form, Energy Efficiency finds a home.
Talking of Energy efficiency, think of how much useful energy can be obtained from a system or a particular technology. It is also about the use of technology that requires a lesser amount of energy to carry out the same task.

Energy efficiency is the responsibility of both demand side and supply side. Supply-side energy efficiency refers to a set of actions taken to ensure efficiency through the electricity supply chain. Supply side efficiency measures are about efficiency in electricity generation; be it operation and maintenance of existing equipment or upgrading existing equipment with state-of-the-art energy-efficient generating equipment.

The demand side energy efficiency on the other hand refers to the actions taken to use less/demand less energy. Think of less energy usage in relation to improvement of energy efficiency in buildings, solar water heaters, energy efficient lighting systems such as Compact Fluorescent Lamps, conducting energy audits to identify potential energy saving opportunities, efficient water heating systems and the list is endless.

Success of energy efficiency is a win ? win to YOU-ME-US – the energy consumers, to THEM the energy producers and suppliers and to our precious ENVIRONMENT.
Gain to energy suppliers: – Less energy usage and better energy usage patterns among consumers consequently reduces the customer load which reduces losses on the supply side. Less energy loss creates capacity on the system to serve more customers.

Gain to you-me-us: – Less energy usage and better energy usage patterns Benefits the customer through reduced Electricity bills / $ savings through lower bills.

Benefits to the environment: – Usage of less energy reduces use of fossil fuels, hence reduction in GHG emissions hence conserving our environment. Companies look at means to make rational use of their least efficient generating equipment. The objective is to improve the operation and maintenance of existing equipment or upgrade it with state-of-the-art energy-efficient technologies. Some companies have on-site electricity generation alternatives and thus tend to consider the supply side in addition to demand-side energy efficiency.

Uncover hidden opportunities with energy data analytics

What springs to mind when you hear the words energy data analytics? To me, I feel like energy data analytics is not my thing. Energy data analytics, however, is of great importance to any organisation or business that wants to run more efficiently, reduce costs, and increase productivity. Energy efficiency is one of the best ways to accomplish these goals.

Energy efficiency is not about investment in expensive equipment and internal reorganization. Enormous energy saving opportunities is hidden in already existing energy data. Given that nowadays, energy data can be recorded from almost any device, a lot of data is captured regularly and therefore a lot of data is readily available.

Organisations can use this data to convert their buildings’ operations from being a cost centre to a revenue centre through reduction of energy-related spending which has a significant impact on the profitability of many businesses. All this is possible through analysis and interpretation of data to predict future events with greater accuracy. Energy data analytics therefore is about using very detailed data for further analysis, and is as a consequence, a crucial aspect of any data-driven energy management plan.

The application of Data and IT could drive significant cost savings in company-owned buildings and vehicle fleets. Virtual energy audits can be performed by combining energy meter data with other basic data about a building e.g. location, to analyse and identify potential energy savings opportunities. Investment in energy dashboards can further enable companies to have an ongoing look at where energy is being consumed in their buildings, and thus predict ways to reduce usage, not to mention that energy data analytics unlock savings opportunities and help companies to understand their everyday practices and operating requirements in a much more comprehensive manner.

Using energy data analytics can enable an organisation to: determine discrepancies between baseline and actual energy data; benchmark and compare previous performance with actual energy usage. Energy data analytics also help businesses and organisations determine whether or not their Building Management System (BMS) is operating efficiently and hitting the targeted energy usage goals. They can then use this data to investigate areas for improvement or energy efficient upgrades. When energy data analytics are closely monitored, companies tend to operate more efficiently and with better control over relevant BMS data.

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