₦airaland Forum

airsaylongcome:
Ehhhh...what's the point? How about the OP learning? How about having a visual Dashboard instead of Nairaland bland numbers only without any visual perception of how those numbers compare? I don't get up and make random comments. But to say the OP's work isn't useful is absolutely not correct. It is useful. I find it useful and I'm sure there are loads and loads of non-data science or data engineering folks that will find it very useful

I will like you to teach me how you scrap the data from the website.

Executive Summary — Ride-Hailing Performance Review

This analysis assesses revenue performance, demand dynamics, and operational efficiency across a multi-market ride-hailing platform, with a focus on identifying actionable levers to improve completion and monetization.

Key findings indicate that revenue performance is constrained less by demand and more by execution efficiency. While total revenue reached $33.1K across 1,827 rides, only ~33% of trips were successfully completed, pointing to material leakage from cancellations and no-shows.

Key Insights
• Completion is the primary value lever: A platform-wide completion rate of 33% suggests significant unrealized revenue from failed rides.
• Payment method materially impacts outcomes:
Cash payments achieve the highest completion rate (35.1%), outperforming digital alternatives, which cluster below the portfolio average — indicating potential friction in digital payment flows or user behavior effects.
• Demand is predictable and supply-driven:
Ride volume is consistently higher on weekdays, with stable peak-hour patterns, enabling targeted supply and incentive optimization.
• Usage is geographically concentrated:
Active users are concentrated in a limited number of states, highlighting uneven market penetration and scalable expansion opportunities.
• Service quality correlates with revenue:
Higher-rated drivers demonstrate more stable revenue performance, reinforcing the link between operational quality and financial outcomes.

⸻

Strategic Implications & Recommendations
1. Prioritize completion uplift over demand growth
Improving completion rates represents the fastest path to revenue expansion without incremental customer acquisition.
2. Optimize digital payment reliability
Diagnose and address friction in digital payment flows to close the completion gap versus cash and reduce cancellation risk.
3. Align supply to weekday peak demand
Use predictable weekday patterns to optimize driver availability, incentives, and dispatch efficiency.
4. Focus expansion on high-yield geographies
Deepen presence in high-performing states while selectively testing growth strategies in underpenetrated markets.
5. Reinforce driver performance management
Scale incentives and coaching programs that improve driver ratings, reliability, and completion outcomes.

Talk to her privately.Ask her if she want you to look outside i.e approach babes.Tell her to her face the things you love about her and complain about the way she's dressing that you don't like it in a calm voice.

Himtulie247:

men! This food sweet pass s*x.

Mine is Grower.

Uniquetani1:
Leo I am

I've been looking for Leo to date...

I'm pisces...I'm looking for leo to date.

Hala madrid

AntiBMC:
And the stealing continues. The man really used Regina Daniels to get this far. Quite cunning.

HOW?

TheManOfTheYear:
What airsaylongcome stated is true.
One of the US based start-ups I applied to just reached out to me to proceed with my interview process.

They are based in Delaware, which I believe has like 6 hours difference.

Well, they are giving me a take-home test, but I'm to submit in 3 days.
This is definitely easier as compared to the one the Europe based start-up gave me.

I'm on it already. Everything is overwhelming at this point. I'd stop making further applications for now

please send me a sample of ur CV.

Goaaaaaaal man city

;DWike the wicked producer

joker

BAT should go sit down...he has nothing to offer but my fear is that we forget easily.

Small money we go forget our sufferings...wait o! our vote dey count?

I rate u 7/10

My birth month

KTBFFH

Happy new year NLers.I've a female friend who's ready to be my girlfriend though she ticked all the boxes but she's chubby.The issue is that i don't like fat/chubby ladies...

22nd Feb

U forgot to add money

Ilegendd

MoDaniel:
Are these the 'most beautiful' girls?
My sister would outclass any of them, no doubt...

Can i have her number?

Ur right...instead of trying to impress a girl why not use the money to build ur self.Cut ur coat according to ur size.

Age is just a number but it's rare to see 18-24 years old ladies serious in a relationship.I prefer dating older ladies.Just bear it in mind that questions like this will pop up"where is this relationship leading to"when ur dating older ladies...

Is not bad sha...it depend on the kind of babe normally it shouldn't be one sided relationship.

Datboredberry:
Unless she really loves you...

You're right to some extent... I hate needy men... I don't like receiving frequent texts from them... Hate calls, from anyone...

I love my space... Sometimes, I ghost men like this until I'm bored... You get the point..??

But if I really really love him, I want him to be more than needy.. let him cling to me and never let go...

Women can be emotional... If we love, then we really love...

I don't really like alphas though... If he comes off as distant, arrogant, overly confident- instant repulsion...

You mean u love SIMPle men?

[quote author=Kutunban post=108804224]The past 35 years that I've existed on earth and few years I've dated, I noticed that Women don't get attracted to needy men.

Give her space and make your self unavailable for a minimum of 4 month, go no contact with her, when she calls you pick her call and talk calmly don't sound angry or hurt, don't initiate conversation or visitation.

I know loneliness and boredom will want you to call or see her but don't. Bro, work on your personal development, workout (exercise) and always look fresh by cutting your hair and nails, get deodorant for your armpit there are cheap ones for like 600 Naira out there even if you don't have money for perfumes.

Even if she doesn't love you again, she'll definitely want to be around you. Broke and weak men are always available for women and women are naturally attracted to alpha and sigma males.

You nailed it bro.

Boss! Ur doing well.