Lim Chu Kang Ai Business Trade

A partnership is an agreement where different parties agree to cooperate to advance their mutual interests. The partners in Lim Chu Kang may be individuals, businesses, governments, and so on. It is a specific kind of legal relationship formed by agreement between two or more parties to carry on business.

A partnership in business is similar to personal partnerships. A successful business partnership requires not just short-term mutual interest but long-term compatibility.

Creativity And Innovation Management

Entering into a business partnership in Lim Chu Kang can be very exciting. You’ve found someone who shares your vision, works well with you, and has lots of great ideas. To create a partnership business, understand the why of your partner, seek commonality and shared vision, don’t rush the process, write things down.

Be clear on the value you bring to the table. Be honest about why you’re interested in creating a partnership. Understand why your partner is seeking to connect. Best partnerships work because the vision and values are shared as well as passion and enthusiasm. Seal all agreements in writing to avoid messy breakups in future. Contracts preserve relationship, not destroy them.

Marketing Strategy - Better Change Now Before You Have To

Do you ever think of selling your company one day?

Even if you don't believe you would ever sell your business, brand consistency, promise, experience and image are vital to the success of your company. I've heard it many times from small business owners that they can't make a significant investment in branding because of lack of funds. I've also heard entrepreneurs say that they don't see the point; it's not like they're a global company like Nike. Still, others believe that by creating a distinct brand strategy, promise and experience, it may limit opportunities to make money from a broader audience.

If you're an entrepreneur that thinks that way, I ask you to reconsider. The branding of your company, even if you've been in operation for a week, is vital to your success.

Early Days of McDonald's

Have you ever seen McDonald's with a purple logo or anything other the golden arches? When you walk into a McDonald's anywhere in the world, you know what you're getting, and if you patronize those restaurants, that is precisely the reason why you do it.

Ray Kroc, who was a 54-year-old salesman and still looking for an opportunity that would inspire him came to learn about the restaurant of Dick and Mac McDonald who had developed a process for the food that delivered it to the customer within 30 seconds. This was a huge deal and the beginning of the fast food industry. However, when they just started working together, they were missing a broader vision and brand strategy.

Early McDonald's Mistake

It was Kroc who envisioned the opportunity to create a food company that was wholly American. In partnership with the McDonald brothers, he started operating out of the Midwest and the brothers in California. At first, Kroc created a franchise model to expand the company and grow it to scale quickly across the U.S., but he made a mistake--it lacked the high-quality and overall consistency regarding the entire operation and systems that the McDonald brothers had developed in California.

Once Kroc and the McDonald brothers were able to bring control and consistency on the whole of the operation, from the brand promise, experience, image, to the services, activities, and services, it was only then that the McDonald restaurants started to develop. What Kroc ultimately brought to the McDonald's picture is that consistent strategy across all of the franchises. That is why you have never seen a McDonald brand image be anything other than the golden arches. With McDonald's, what you see is what you get.

When the entire operation of McDonald's was consistent across the board, and a customer in California received the same service and experience as another customer in the Midwest, it was only then that the McDonald's brand started to get traction.

Benefits of Brand Consistency

When your business is consistent with the brand promise, experience and image of your company, in its entirety, your target audience and customers understand:

  1. They are going to benefit from your business because they know--clearly--the value that your company offers them through your products and services.
  2. Your customers will know what to expect from a brand that is consistent; it's not a guessing game, which will mean they will put their money down because they understand the offering.
  3. Customers, especially in the digital age with social media sharing and comments, will be able to communicate your brand (it's promise, experience, and image) because you are consistent in presenting yourself.
  4. When customers understand your brand promise, image and experience, they are willing to pay for the value of what your products or services offer them.
I will say that contrary to not spending the money and investing your resources in communicating a consistent brand strategy, image and experience; it is crucial for you to do it. By not having a comprehensive brand strategy, you will adversely impact the bottom line of your business, which is one of the reasons many start-ups fail. Customers simply do not understand the value of the products or services and don't purchase them from businesses that make no sense or are inconsistent. Don't make that mistake.

With the support of our professional business network, you get the opportunity to exchange experience and knowledge at a top professional level, and to strengthen and develop your own skills within your management and specialist areas.

Legal structure of partnership will dictate many decisions as to how the business is run.

Main partnership types are:

  1. General Partnership: formed when all partners participate in business operations and take mutual responsibility for business’s debt. These offer very little protection for partners from liability.
  2. Limited Partnership: most often chosen when business partners in Lim Chu Kang are taking an uneven level of involvement in business.
  3. Limited Liability Partnership: is a structure that limits each individual’s personal financial responsibility.

What’s left unsaid or unplanned often leads to unmet expectations. Partners can clash over countless things.

Focus Group Discussion Methodology

First, ask yourself do you really need a business partner to build a successful business in Lim Chu Kang? Test the partnership out by tackling a small project together. Business partnership can end bitterly. Be especially careful when partnering with close friends or family members. Thoughtfully plan and prepare for every aspect of partnership in advance so there’s no question about how difficult situations will be handled. Create a partnership agreement with help from a lawyer and an accountant. Agreement should address compensation, roles and responsibilities, exit clauses. Outline your expectations for how you’ll operate your business.

Networking has always been considered a powerful tool for improving business prospects, advancing a career, and developing ideas. Other than some brief, structured events, networking has been mostly informal and inexpensive in comparison to cost they otherwise spend on different channels. But membership is growing in many formal, long-term networking groups, and so is the price tag.

e-Marketing Strategy: 7 Dimensions to Consider For Digital Growth

Solopreneurs who possess agile professional skills bring to the organizations with whom they work urgently needed expertise, often limited to a specific assignment and for a predetermined length of time. Agile Solopreneurs provide great insight, heightened productivity and relevant experience to countless mission-critical projects.

Agile innovation first swept through the Information Technology sector and greatly increased success rates in software development, improving product quality and speed to market. Agile management techniques are spreading to other industries and Solopreneur consultants ought to be aware of what is involved, both as regards the ways your clients and prospects may buy into agile practices and how you might incorporate certain agile methods into your consultancy.

More so than in the past, business ventures now exist in highly dynamic conditions. Customer priorities and technological advancements are known to change rapidly. Keeping a finger on the pulse of new developments and innovating or adapting as necessary the company's products and services in response are essential. Marketing strategies, advertising buzz words and sales strategies operate on short-term cycles that fit the parameters of social media platforms. This fast-moving environment demands the stewardship of leaders who command agile skills. But what does agile mean in practice?

Agile does not mean doing the usual thing, only faster. Darrell Rigby, a partner at Bain & Company consulting and Hirotaka Takeuchi, professor of strategy at the Harvard Business School and CEO of Scrum, Inc., a consulting and training firm, describe agile business practices as containing the following elements:

  • Scrum: Creative and adaptive teamwork that solves complex problems.
  • Lean development: That focuses on the continual elimination of waste.
  • Kanban: That focuses on reducing lead times and the amount of time needed to complete a process.
Agile management practices are particularly well-suited to strategic planning activities, marketing campaigns, resource allocation decisions and supply chain challenges. Agile works best where complex problems can be broken down into modules and assigned to specific teams. Examples of ideal conditions in which to apply agile innovation or methods include:

  • When the solutions to an obstacle or challenge are unknown
  • When the specifications of a product in development may be subject to change
  • When the scope of work to be done on a project is not precisely known
  • When cross-functional collaboration is presumed to be vital and time to market is sensitive
In order to expand (or at least maintain) one's billable hours, Solopreneurs would be wise to acquire agile skills (books, blogs and certifications are available) and promote your proficiency when selling intangible B2B services to prospects. Decision-makers at organizations that are faced with a mission-critical project, challenge, or opportunity may feel more confident about hiring a Solopreneur who can bring agile methods and problem-solving approaches to the table.

External Solopreneur consultants must always present ourselves as being dependable, trustworthy, capable and able to meet or exceed the clients' expectations by way of the cutting-edge skills that we possess. In this way, we make hiring managers and project sponsors feel that they'll appear trustworthy and capable to their peers and superiors when they bring us on board. In this way we can build and sustain a viable consultancy.

Thanks for reading,

Kim

Addressing the issues upfront will help you better focus on your business later. Set expectations for a successful business partnership. Know your relationship with your business partner. Know your financial roles and viewpoints. Know your exit strategy. Agree on structuring your partnership.

Lim Chu Kang Marketing Strategy

A partnership is an agreement where different parties agree to cooperate to advance their mutual interests. The partners in Lim Chu Kang may be individuals, businesses, governments, and so on. It is a specific kind of legal relationship formed by agreement between two or more parties to carry on business.

A partnership in business is similar to personal partnerships. A successful business partnership requires not just short-term mutual interest but long-term compatibility.

What Does It Mean To Be A Resilient Person

Entering into a business partnership in Lim Chu Kang can be very exciting. You’ve found someone who shares your vision, works well with you, and has lots of great ideas. To create a partnership business, understand the why of your partner, seek commonality and shared vision, don’t rush the process, write things down.

Be clear on the value you bring to the table. Be honest about why you’re interested in creating a partnership. Understand why your partner is seeking to connect. Best partnerships work because the vision and values are shared as well as passion and enthusiasm. Seal all agreements in writing to avoid messy breakups in future. Contracts preserve relationship, not destroy them.

How To Create A Brand Strategy: Unique Digitizing Services

When I was ten years old at a summer camp I was leading in the potato sack race. To check on my competitors I looked over my shoulder and suddenly tripped and fell. I came in last place. Even the slowest person, Marsh Mellow Matt beat me. It was humiliating. But in the end I gained a good learning experience.

When a bargain-brand product attacks your premium-brand space, is it still healthy to look over your shoulder? Will you trip over too?

In a robust economy it's relatively easy to maintain profitable growth of a premium-brand product. Conversely, in today's economy, the competitive forces are testing the best of us. We are entering a new paradigm of business and the days of conspicuous consumption are quickly receding. Since 2007 over 8 million jobs have been lost. We have chronic unemployment at 10%, or in reality its 17% when you add the people who gave up looking for a job. As fear, insecurity, and the need to be frugal enter the consciousness of consumers, companies are responding by introducing lower price bargain-brand products. What's a premium-brand to do?

There are three strategies a premium-brand can consider; (1) Introduce your own bargain-brand, (2) Innovate a new value product category (3) Or, maintain status quo. Let's consider the ramifications of deploying your own Bargain-Brand.

As Jacqueline Kennedy once said, "I don't react, I respond."

There's a saying, "Never fight a pig because you'll get muddy and the pig will enjoy it." The same goes for a premium-brand looking to protect its market share against a bargain-brand. Every day we see new bargain airlines, bargain consumer products, bargain cars, bargain food, and bargain electronics. Be careful of the panic reaction when you deploy short term tactics in price discounting and couponing. It may only deplete profits. You can hold the line, but can you afford customers who defect to lower price brands. As Jacqueline Kennedy once said, "I don't react, I respond."

Seek your uniqueness

There are no right answers, but a journey of discovery will help determine your strengths, weaknesses, and uniqueness. In a recent book by Dr. Caroline Leaf, called, The Gift In You, this PhD. Researcher discovered there are seven layers of thinking processes in our minds. The seven layers of thinking processes are: Intrapersonal, Interpersonal, Math/Logic, Visual/Spatial, Music, Kinesthetic, and Linguistic. Starting from the most dominant thinking process, when a new thought enters our mind it will loop into the seven layers in a different sequential order. For example, someone who thinks first in music will be able to read between the lines to give meaning to it. While a logic/math dominant thinker performs pattern recognition in huge numbers and reasons in a precise order. We all see the world differently and think differently. We are all unique and so are our companies and the way we collective process our thinking. As such it's fruitless to be like someone else such as Steve Jobs. None of us can think like him and nor do we want to. We must learn to be ourselves by knowing our uniqueness and using it to your advantage.

Are you an elephant or a cheetah?

As Shakespeare once said, "To thine own self be true." In other words, do you have the competencies to compete as a Bargain-Brand?

When launching a new product you'll have to adjust and adapt quickly. Is your company a cheetah that can move quickly and adapt to consumer and market changes? Or, are you a slow moving elephant that makes decisions at a sluggish pace? A slow moving elephant should think twice when competing against fast moving bargain-brand cheetahs.

GM was slow to introduce Saturn to compete against the Japanese, but Intel was quick to respond to constant AMD attacks. At first, Intel's bargain-brand chips (Celeron) performed poorly, but they responded quickly to the market and beat AMD at their own game.

Will you divide and conquer yourself?

Julius Caesar's strategy to overcome the enemy was to divide and conquer. When launching a Bargain-Brand, you might be dividing your resources and placing your entire organization into a weak position. Without sufficient resources, people, and focus, both your premium and bargain brand products could become diluted and fail. If the Bargain-Brand fails then you'll have the added cost and time of cleaning up plus the cost and time to rebuild the Premium-Brand.

It cost GM $15 Billion to launch and maintain the Saturn division. Delta Airlines launched Ted Airlines and lost billions too. These two elephants didn't understand their uniqueness nor able to response quickly to market changes. Rather they copied the competition thinking that would satisfy the market.

On the other hand, fifty years ago, Anheuser-Busch was facing a low-price assault from regional players which opened up a whole new market category. Anheuser-Busch responded by opening up another company that was completely separate from the parent company; perhaps you've heard of Busch Beer.

Are you looking at your customers or just your competition?

The famous basketball coach John Wooden won more college basketball championships than anyone else. Part of his success was to never allow one player to be compared to another. Rather, each player was judged by his own skills, performances, and productivity. Companies trying to copy Bargain-Brands don't have the same competencies, people, collective thinking processes, and experiences like their competition. Look at Steve Jobs and his string of successful products; iPod, iPhone, iTunes, etc. Therefore, don't copy your competition, rather seek what is good for the customer and use your uniqueness to develop your product.

Know thy customer

This is a key time to study your customer to determine their true needs and the perceived value of your offering. Advances in Neuromarketing have discovered that traditional marketing research can fall short in truly understanding how a customer receives your message. Each year billions of dollars are spent on traditional market research and still 80% of new product launches fail. Neuromarketing will give you insight on the emotional needs of your audience and how they will perceive your messaging and marketing.

The power of Neuromarketing starts with the engagement of our seven senses; (1) Taste, (2) Smell, (3) Hearing (4) Touch, (5) Sight, (6) Humor, and (7) Intuition. To make it all work one must understand the power of association that directly impacts our emotional brain and how past experiences are recalled when we encounter a brand experience. Walk into a Whole Foods Store and you're bombarded with a cornucopia of beautiful food, fresh baked bread, brewed coffee, and desserts turned into art. You're flooded with emotions of mom, home, security, abundance, and happiness. The experience is frequently joyful and you're willing to pay premium prices for their products.

The power of association will engage our senses to recall positive experiences that we will tie to the brand. Called somatic markers, they represent a total compilation of emotions, negative associations, and positive associations. When a woman is given a light blue box with a white ribbon, the Tiffany brand and blue color evoke strong feminine emotions. When we think of a well branded product, such as Coach, Chanel, Harley Davidson and Tiffany, many of us experience an emotional and somewhat sensual positive response. A good brand tied to Neuro-marketing should offer:

o A great experience that exceeds customer's expectations
o A clarification of the value of the product
o A decision by the prospect to consider purchasing it

How we associate products with past experiences can determine our purchasing considerations. Mr Lindstrom in Buyology highlighted a few examples such as;
o Light blue for a woman can be associated with engagement, marriage, babies, and fertility. Pink is associated with luxury, sensuality, and being feminine.
o Color will increase brand recognition by 80% and represents up to 50% in the decision making process to choose a brand product.
o People will buy more out of love (53%) versus sex (26%).
o Be authentic, transparent, and real. We buy from people we can relate to.

Don't let your Bargain-Brand cannibalize the profits of your Premium-Brand.
If you decide on launching a Bargain-brand be sure you are capturing the right revenue. If one part of your target audience is not profitable with your premium-brand and your bargain-brand can capture that profit, then go for it. On the other hand, if your Bargain-brand is going to cannibalize your premium-brand profits then reconsider your options.

It's essential that your bargain-brand have a different perceived value, messaging, and pricing. Years ago Kodak came out with a bargain-brand film that had little distinction from the premium brand. Customers went for the lower price product cannibalizing profits from the premium-brand. On the other hand, when P&G purchased Luv's Diapers brand, it repositioned it as a bargain-brand. Their Pampers brand was given greater features and advertising thus creating a higher perceived value.

Must Develop a Difference in Perception and Value
If you offer a bargain-brand, then your goal is to offer two products with much separation in value and messaging. You'll want to consider using Neuromarketing research techniques. It is essential that the premium product maintain its true value benefits while the lower-price brand act and look like a bargain-brand one. By acting like a bargain-brand, you'll be able to cut costs on marketing, support, operations, and production and thereby creating the gross margin to compete effectively on price. You may want to use a hot button here to connect people to your article on Neuromarketing.

When Anheuser-Busch rolled out Busch Beer they created a whole new company and identity. They invested in new distribution, new trucks, and new sales people to ensure that the Premium-brand and Bargain-brand were not confused but optimized.

Don't recreate the wheel or build a new organization unless there's a market for it
GM invested $15 Billion in Saturn and it failed. Is your goal to market a Bargain-Brand or build a new company?

Consider your resources, sales volume, and gross margins. Your goal is to make a profit. If your Premium-brand cannot serve another large market, then a new organization, such as starting up a discount airline division or Busch Beer may be an answer. On the other hand, if your premium-brand can cover the market then re-consider your options. As I mentioned earlier, GM spent $15 Billion on the new Saturn division, when their existing product lines at Buick and Chevy reached the same target audience.

The Final Strategy to Consider: Innovate a new product category
A recent book called Blue Ocean Strategy stated that it is sometimes better to innovate a new product than to compete in blood thirsty waters or Red Ocean. Look at the crowded fields of electronic consumer products, automobiles and food. When you launch a new product in these categories how do you stand out?

Conversely, companies will innovate new products developing a new category where there is no competition; hence Blue Ocean. Years ago Sony launched the Walkman. Apple introduced the iPod and iPhone. An example in Blue Ocean Strategy was the Casella Winery from Australian who wanted to launch a new wine in a very crowded and snooty category.

A strategy based on innovation will look at different customers with shared commonalties. In the crowded wine business, more wineries did not think of looking for low budget beer drinkers. The Casella winery saw things differently and believed beer drinkers would want wine if the purchase decision was made simple and fun. Out came Yellow Tail wine in simple red and white versions.

A blue ocean is created when a company achieves value innovation that creates value simultaneously for both the buyer and the company. The innovation (in product, service, or delivery) must raise and create value for the market, while simultaneously reducing or eliminating features or services that are less valued by the current or future market.

The lesson I learned in the potato sack race was easy, keep your eye on the goal line not what your competition is always doing. John Wooden's success was doing the best he could possibly do every day. As you consider your premium brand, think about the best you can do every day with it. As any typical SWOT (Strengths, Weaknesses, Opportunities, Threats) and PESTEL analysis (Political, Economic, Social, Technology, Environmental, Legal) you should consider:

Are you an elephant or a cheetah organization?
Will your Bargain -Brand cannibalize your Premium -Brand profits?
Do you have the resources to run two brands simultaneously at a profit?
Are you able to clearly define and communicate the different unique selling proposition for each brand?
Will the customer perceive the differences?
Will your current Premium-Brand cover this market? Or is the Bargain-Brand a new demographic?
Lastly, do you innovate a new product to create a new category and target audience?

As Jacqueline Kennedy once said, "I don't react, I respond." Panic and fear should not be part of your tactics, but a well thought out response that optimizes your resources, strengths, and uniqueness in meeting the needs and wants of your customer.

With the support of our professional business network, you get the opportunity to exchange experience and knowledge at a top professional level, and to strengthen and develop your own skills within your management and specialist areas.

Legal structure of partnership will dictate many decisions as to how the business is run.

Main partnership types are:

  1. General Partnership: formed when all partners participate in business operations and take mutual responsibility for business’s debt. These offer very little protection for partners from liability.
  2. Limited Partnership: most often chosen when business partners in Lim Chu Kang are taking an uneven level of involvement in business.
  3. Limited Liability Partnership: is a structure that limits each individual’s personal financial responsibility.

What’s left unsaid or unplanned often leads to unmet expectations. Partners can clash over countless things.

Strategic Management Of Technological Innovation

First, ask yourself do you really need a business partner to build a successful business in Lim Chu Kang? Test the partnership out by tackling a small project together. Business partnership can end bitterly. Be especially careful when partnering with close friends or family members. Thoughtfully plan and prepare for every aspect of partnership in advance so there’s no question about how difficult situations will be handled. Create a partnership agreement with help from a lawyer and an accountant. Agreement should address compensation, roles and responsibilities, exit clauses. Outline your expectations for how you’ll operate your business.

Networking has always been considered a powerful tool for improving business prospects, advancing a career, and developing ideas. Other than some brief, structured events, networking has been mostly informal and inexpensive in comparison to cost they otherwise spend on different channels. But membership is growing in many formal, long-term networking groups, and so is the price tag.

Tops 7 Mistakes Executives Make When Digitizing The Business

Hollywood paints a grim picture of a future populated by intelligent machines. Terminator; A Space Odyssey, The Matrix and countless other films show us that machines are angry, they’re evil and, if given the opportunity, they will not hesitate to overthrow the human race. Films like these serve as cautionary tales about what could happen if machines gain consciousness (or some semblance of). But in order for that to happen humans need to teach machines to think for themselves. This may sound like science fiction but it’s an actual discipline known as machine learning.



Still in its infancy, machine learning systems are being applied to everything from filtering spam emails, to suggesting the next series to binge-watch and even matching up folks looking for love.
For digital marketers, machine learning may be especially helpful in getting products or services in front of the right prospects, rather than blanket-marketing to everyone and adding to the constant noise that is modern advertising. Machine learning will also be key to predicting customer churn and attribution: two thorns in many digital marketers’ sides.



Despite machine learning’s positive impact on the digital marketing field, there are questions about job security and ethics that cannot be swept under the rug. Will marketing become so automated that professional marketers become obsolete? Is there potential for machine learning systems to do harm, whether by targeting vulnerable prospects or manipulating people’s emotions?
These aren’t just rhetorical questions. They get to the heart of what the future of marketing will look like — and what role marketers will play in it.


What is Machine Learning?
You can think of machine learning as using a computer or mathematics to make predictions or see patterns in data. At the end of the day, you’re really just trying to either predict something or see patterns, and then you’re just using the fact that a computer is really fast at calculating.
You may not know it, but you likely interact with machine learning systems on a daily basis. Have you ever been sucked into a Netflix wormhole prompted by recommended titles? Or used Facebook’s facial recognition tool when uploading and tagging an image? These are both examples of machine learning in action. They use the data you input (by rating shows, tagging friends, etc.) to produce better and more accurate suggestions over time.



Other examples of machine learning include spell check, spam filtering even internet dating - yes, machine learning has made its way into the love lives of many, matching up singles using complicated algorithms that take into consideration personality traits and interests.


How Machine Learning Works?
While it may seem like witchcraft to the layperson, running in the background of every machine learning system we encounter is a human-built machine that would have gone through countless iterations to develop.



Facebook’s facial recognition tool, which can recognize your face with 98% accuracy, took several years of research and development to produce what is regarded as cutting-edge machine learning.
So how exactly does machine learning work? Spoiler alert: it’s complicated. So without going into too much detail, here’s an introduction to machine learning, starting with the two basic techniques.



Supervised learning
Supervised learning systems rely upon humans to label the incoming data - at least to begin with - in order for the systems to better predict how to classify future input data. Gmail’s spam filter is a great example of this. When you label incoming mail as either spam or not spam, you’re not only cleaning up your inbox, you’re also training Gmail’s filter (a machine learning system) to identify what you consider to be spam (or not spam) in the future.



According to Tommy, this type of machine learning can be likened to the relationship between a parent and a young child. When a child does something positive they’re rewarded. Likewise, when “[a machine] gets it right - like it makes a good prediction - you kind of give it a little pat on the back and you say good job.”Like any child (or person for that matter), the system ends up trying to maximize the positive reinforcement, thus getting better and better at predicting.



Unsupervised learning
Unsupervised learning systems use unlabeled incoming data, which is then organized into clusters based on similarities and differences in the data. Whereas supervised learning relies upon environmental feedback, unsupervised learning has no environmental feedback.



The Power of Machine Learning
A lot of what machine learning can do is yet to be explored, but the main benefit is its ability to wade through and sort data far more quickly and efficiently than any human could, no matter how clever. Tommy is currently experimenting with an unsupervised learning system that clusters landing pages with similar features. Whereas one person could go through a few hundred pages in a day, this model can run through 300,000 pages in 20 minutes.



Machine Learning and the Digital Marketer
As data becomes the foundation for more and more marketing decisions, digital marketers have been tasked with sorting through an unprecedented amount of data. This process usually involves hours of digging through analytics, collecting data points from marketing campaigns that span several months. And while focusing on data analysis and post-mortems is incredibly valuable, doing so takes a significant amount of time and resources away from future marketing initiatives.
As advancements in technology scale exponentially, the divide between teams that do and those that don’t will become more apparent. Those that don’t evolve will stumble and those that embrace data will grow — this is where machine learning can help.



That being said, machine learning isn’t something digital marketers can implement themselves after reading a quick tutorial. It’s more comparable to having a Ferrari in your driveway when you don’t know how to drive standard or maybe you can’t even drive at all.



Until the day when implementing a machine learning system is just a YouTube video away, digital marketers could benefit from keeping a close eye on the companies that are incorporating machine learning into their products, and assessing whether they can help with their department’s pain points. So how are marketers currently implementing machine learning to make decisions based on data rather than gut instinct? There are many many new niches in marketing that are becoming more automated.

Addressing the issues upfront will help you better focus on your business later. Set expectations for a successful business partnership. Know your relationship with your business partner. Know your financial roles and viewpoints. Know your exit strategy. Agree on structuring your partnership.