Idea to improve recommendations – multi personalities

Here is an idea to further improve recommendations for movies, products, services, places etc..

So far, we are treating each individual as always same - and trying to recommend either with collaboration filtering or content filtering - It goes only so far.

For "n" number of reasons, individual is not always behaving in same way. Some of them are hard to gauge but other are easy to get based on several signals. Some of the examples -
* What one likes in morning is not same as the one in evening.
* What one likes in spring is not same as the one in summer.
* What one likes in home is not same as the one in work.
* What one likes in regular is not same as the one in vacation.
* What one likes with alone is not same as the one with family.
* What one watches on mobile is not same as the one in TV.

You get the idea.

Stop treating individual as some unbroken piece of rock. Treat each individual with some degree of multiple personalities and apply clustering to each persona.

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Back in India – The Vacuum Cleaner Saga

We bought a vacuum cleaner.

Used it a couple of times—heavy, loud, and barely picked up anything. We gave up on it. In true Indian fashion, where returns aren't exactly Costco-easy, it just became part of the furniture. You buy it, you marry it.

Then came a surprise: a post-sales call from the manufacturer.

The rep started off very politely. I took the opportunity to explain our experience—the disappointing performance, the noise, and how we eventually just went back to relying on our trusty maid and her loyal sidekick: the good old broom.

And then… she snapped.

“Sir, everyone else is using it—why can’t you?”

I was stunned. That call remains one of the most intense post-sales feedback sessions I’ve ever had. To this day, whenever a chef hovers over my table and asks, “How’s the food?” while I’m mid-bite, I instinctively nod and say, “Everything’s great!”

Some scars run deep.

--

I remember all this again today while reading some Marketing related literature for UoW Executive-MBA class :)

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Embracing Chaos with a plan of transition to order : A Manager’s Strategy for the Unknown. 

For some of the projects, in the beginning there is only Unknown! 

  • Nothing has been built yet.
  • No clear role models exist—only distant possibilities of feasibility.
  • The team is entirely new.
  • Committing to a deadline comes with a high risk of missing it.

In these situations, the best strategy a manager can adopt is ** controlled chaos **. This doesn’t mean having no strategy at all; rather, it means learning to navigate and leverage chaos effectively. The key is to embrace the unknown while continuously working toward order.

### **Build the Team**

Building a team isn’t just about hiring people and putting them in a shared space—physical or virtual. A strong team is one where every member feels motivated, empowered, and safe to take action. There’s no universal formula for this; every manager and every team is different. Experiment with different approaches, discard what doesn’t work, and adopt what does. Most importantly, recognize that team-building is an ongoing process, not just something that happens in the first month.

### **Learn from Progress (Both Success and Failure)**

Failure is an inevitable part of any ambitious project, but it’s also a valuable learning opportunity. The key is to create a culture where these lessons are absorbed and applied. Learning from both successes and failures must be embedded in the team’s DNA, otherwise, these insights will be lost.

...

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The King was furious

The King was furious

A stray arrow from his own camp,

killed his favorite horse. 

--

He ordered arrows to be fired 

Towards his own men.

--

He ordered retreat 

And marched with anger 

To his own fort. 

--

All the men at arms,

Left to wear different colors. 

The king was still furious. 

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Dreary nightmare

Every night,

I had the same dreary nightmare,

waking me up sweaty, lost and scared.

Always,

I was cuddled -

soothing voice, surrounded me.

Until today,

No warm hands holding me.

No musical notes to make me merry.

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Their aura spreads

Don't get blindsided

King's tone traverses all,

Queen's colors are on flag.

The cogs - shaking, shaping, rotating, oscillating, carrying the burden of whole kingdom -

Are simply cogs without eyes and ears.

When the cogs start sensing

Their aura spreads until it encompasses the royal blue.

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Weighing life and death

He is nobody,

No signs on forehead,

No crown or gowns on head

No colors on clothes.

One day,

He is mending the chores,

Minding his own clock,

Walking the street -

An elephant

garlanded him.

Now,

He weighs life and death for everybody.

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Big Brother with Big Stick

Big brother with big stick,

Mending the lines of flock -

Stern yet caring and loved.

Big Don with big gun,

emptying pockets of shun,

cruel, uncaring and detested.

The abrupt shift,

the slice of hand,

the swap of mask,

the turn of hat,

awed everybody.

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The whole nothingness is fulfilling.

When you are waiting,
And nothing happening.

Not even a fickle of wind,
Not even a leaf is falling,
Not even a cricket is chirping.

The sky blue, orange and radiant
And just stuck like a painting.

The bird in the nest,
silently staring at you.

The music from far away,
playing without a change in rhythm.

The whole nothingness is fulfilling.

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