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Lesson 2 of 10 · Trend · 9 min read

Moving averages: the trend, smoothed (and the golden cross myth)

मुभिङ एभरेज: गोल्डेन क्रस, डेथ क्रस र २०० दिनको औसत

A moving average smooths out the daily noise so you can see the trend. It's one of the most useful tools in charting - and the famous "golden cross" built on it is one of the least.

Smoothing out the noise

Daily prices jump around. A moving average irons out the jumps so the trend underneath is easier to see. The simple moving average (SMA) adds the last N closes and divides by N; tomorrow it drops the oldest close and adds the newest - it "moves". The exponential moving average (EMA) does the same but gives recent days more weight, so it turns a little sooner.

  • Short averages (10, 20 days) follow price closely - quick, but jumpy.
  • Long averages (50, 200 days) are smooth and slow - they show the bigger trend.

The average as a trend filter

The most useful way to use a moving average is also the simplest: is price above or below it, and which way is the average sloping?

  • Price above a rising 200-day average → the long-term trend is up.
  • Price below a falling 200-day average → the long-term trend is down.
  • Price weaving through a flat average → no trend; averages are mostly noise here.

Many investors use this as a filter: "I only buy stocks above their 200-day average." It sounds sensible. Our NEPSE test, below, has a surprise.

The golden cross and the death cross

When the 50-day average crosses above the 200-day, it's called a golden cross - supposedly a buy signal. The opposite is a death cross. You'll see them in headlines. Think about what has to happen first: the 50-day only rises above the 200-day after weeks of rising prices. By the time the cross prints, much of the move has usually happened.

golden cross here the rise started here price 50-day 200-day
A golden cross arrives after the rise is well under way - the moving averages need weeks of higher prices to cross.
What NEPSE's data says

We found every golden cross, death cross, and every day above or below the 200-day average, on every listed company:

After this...CasesAvg 20-dayMedianUp after 20+10% runs−10% drops
Every day (the base)148,974+1.5% -0.4%48%16%9%
Golden cross (50 above 200)534 +0.3% -2.2% 37% 16% 12%
Death cross (50 below 200)529 +0.2% -0.8% 44% 9% 6%
Any day ABOVE the 200-day81,178 +1.0% -0.8% 44% 16% 11%
Any day BELOW the 200-day67,796 +2.1% +0.4% 52% 16% 6%

NEPSE daily data, 238 listed companies; signals from late 2022 (each needs a year of history first) to Oct 2026. Returns from the next session's open to the close 20 sessions later, before costs. Green = better than an ordinary day, red = worse. Past results don't guarantee future results.

  • The golden cross did worse than an ordinary day on NEPSE: only 37% of cases were higher 20 sessions later, against 48% for any day. It arrived late, often near a short-term top.
  • The death cross wasn't the disaster its name suggests - it also came late, often after most of the fall.
  • In this period, stocks below their 200-day did better than stocks above it. NEPSE spent 2022-2023 falling and 2024 rallying hard: buying weakness worked better than buying strength. That won't always be true - but it shows a "rule" like "only buy above the 200-day" depends on the market's regime.
  • Whipsaws: the average stock saw about 4.5 golden or death crosses in four years. Each one acted on means costs and a late entry or exit.
Real NEPSE case study · PROFL · 20 May 2024 PROFL daily chart: A golden cross that worked
A golden cross that worked. 20 sessions later: +18% · 60 sessions later: +116%. PROFL's golden cross came after it had already started rising - and it kept going. This is the chart people share.
Real NEPSE case study · SMATA · 28 Jul 2025 SMATA daily chart: A golden cross that failed
A golden cross that failed. 20 sessions later: -32% · 60 sessions later: -39%. SMATA's golden cross printed almost exactly at the top of a sharp spike. The averages crossed because of the rally - and the rally was over.

How to use moving averages properly

  • As context, not a trigger. Use the slope and position to describe the trend; make decisions with other evidence.
  • Expect lag. The longer the average, the later it confirms. That's the price of smoothness.
  • Ignore crosses in flat, choppy markets - they're coin flips with costs attached.
  • Mind adjustments. A bonus-share book closure drags a 200-day average down for months on an unadjusted chart.
See it live on MacroLens NP Stretch → How far each stock and sector sits from its moving averages - and what that meant before.

See it live on MacroLens NP

Everything in this lesson, worked out on real NEPSE data for every listed company - inside the MacroLens NP desk.

Lesson summary

  • A moving average is the average close over the last N sessions; the EMA weights recent days more.
  • Price above a rising average = an uptrend in that timeframe; the average is a trend filter, not a trigger.
  • Crosses come late by design: by the time the 50-day crosses the 200-day, much of the move is over.
  • On NEPSE the golden cross did worse than an average day, and stocks crossed back and forth about 4-5 times in four years.

Check yourself

3 quick questions. Pick an answer for each, then check.

Q1 Why does a 200-day moving average react slowly?
Q2 A golden cross just happened. What has usually already happened?
Q3 What is a moving average best used for?

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Education only, not investment advice: nothing here tells you to buy or sell any share. Investing carries risk - you can lose money. Examples use made-up companies unless a real one is named.