thando_🇿🇦

Faith ✝️ Mental health 🧠Relevant news today📰 Hope 🙏
Become your best self - one day at a time❤️

[thando_🇿🇦 @missthando307]

Week 7 @analystlabafric done ✅

This week I tested everything I built.

8 KPI tests — all passed ✓
High Risk + right conditions = 37.93% 📉
December spike? Follow-up & Specialist appointments.

Data doesn't lie when you check your own work.

#AnalystLabAfrica #DataAnalytics

[thando_🇿🇦 @missthando307]

Week 6 @analystlabafric done ✅
Stopped looking at variables one at a time. Started combining them.
🟥 Worst combo: High Risk + 31-60d + no reminder = 72.31%
🟩 Best combo: Low Risk + same week + SMS = 23.18%

49pp gap. That’s the opportunity.

Python · SQL · Power BI next 🚀

[thando_🇿🇦 @missthando307]

Week 5 done ✅ @analystlabafric

Real analysis this week:
📊 48.46% no-show rate
📅 Booked 31-60 days ahead = 60.49% no-show rate
📱 SMS reminders = most effective channel
🚨 2+ prior no-shows = ~63% risk

Python · SQL · Power BI

#AnalystLabAfrica #DataAnalytics

[Malvin @ManOfFocus_]

Sex won’t satisfy you.
Fame won’t satisfy you.
Drugs won’t satisfy you.
Money won’t satisfy you.
Alcohol won’t satisfy you.
Success won’t satisfy you.

Life is empty without God. He is the only one who can satisfy your heart.

[thando_🇿🇦 @missthando307]

Biggest insight so far:
Patients booked 31–60 days ahead have more than double the no-show rate of same-week bookings. Prior no-show history is the strongest predictor of future missed appointments.

Tools this week: Python (Pandas)

Week 5 — the real analysis begins 🚀

[thando_🇿🇦 @missthando307]

Week 4 of @analystlabafric Experience Lab done ✅
My Week 4 work covered:
📊 Exploring 5,000 appointment records
🔍 Data quality assessment
📌 Identifying key variables linked to no-shows
❓ Defining 5 business questions
📈 Proposing 5 KPIs
🗺️ Planning the full analysis approach

[thando_🇿🇦 @missthando307]

Week 3 complete at @analystlabafric ! 🚀 This week, we moved from basic exploration to advanced business problem investigation. I designed an interactive Power BI dashboard to find out exactly where the Superstore was losing money. 📊👇 #AnalystLabAfrica #DataAnalytics

[thando_🇿🇦 @missthando307]

This week I worked on a Telco Customer Churn Analytics project with AnalystLab Africa.

Using Python, I analysed customer behaviour and identified key churn patterns across contract type, tenure, payment method and services.

#AnalystLabAfrica #DataAnalytics

[Sheila of the Most High @sheilatebra]

I’ll Neverrrrrrrrrr, Everrrrrrrrrrrrr forget how God stayed with me when the whole world went silent, when no one else was there, and I needed comfort the most

[Dear Lord @Oh_DearLord_]

Proverbs 16:3

[Rolivhuwa 🫶🏾 @ReezaySA]

One thing engiyithanda nge life ukuthi mase kuyiskhathi sakho yiskhathi sakho❤.

[The Instigator @Am_Blujay]

Heavenly Father,
Thank You for waking me up this morning. Thank You for the gift of life, strength, and another chance to do better. As I step into this Thursday, guide my thoughts, words, and actions. Protect me from harm, remove fear and anxiety, and fill my heart with peace.

Bless my plans, my family, and everyone I will meet today. Let Your favor go before me, and Your wisdom lead me in every decision. No weapon formed against me shall prosper, and everything I touch today will be blessed.

Amen. 🙌

[thando_🇿🇦 @missthando307]

Do you believe

[thando_🇿🇦 @missthando307]

Focus on developing your skills📈 Increasing your visibility.. And remember the importance of discipline. This will pave the way for achieving our goals. It's about taking proactive steps and putting in the small consistent effort.

[thando_🇿🇦 @missthando307]

Honestly, it's so true that life feels so much better when we just zoom in on the things that truly matter. ✨

[thando_🇿🇦 @missthando307]

He ran his race and God showed up through him, now he left the big mark to many, even to us who didn't even know him personally.. but we mourn with the family and everyone that was touched through his humanity, kindness and happiness #davidsejobe🫡💔 😭❤️🥀

[thando_🇿🇦 @missthando307]

#davidsejobe 💔🕊️ He was truly a legend, and his absence is deeply felt by so many. My deepest condolences go out to his family, friends, and everyone who was touched by his life. I can only imagine the void he leaves behind. What an incredible impact he made! #HappinessIsFree