Normalized Momentum Z

# Normalized Momentum Z - Momentum in standard scores

*Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1*

## Short description

> Standardises momentum against its own recent historical distribution and returns a z score. A value of +2 marks a thrust stronger than roughly 97 per cent of the instrument recent moves.

### Overview

Raw momentum has a flaw that severely limits its usefulness: it has no scale. Saying that ten bar momentum equals thirty means nothing until you know whether thirty is a lot or a little for that instrument, on that timeframe, in that volatility regime. Normalized Momentum Z fixes this at the root by standardising momentum against its own recent distribution. It computes the mean and standard deviation of momentum over the last InpStatPeriod bars and converts the current value into a z score, that is a number of standard deviations from the mean. The result carries an immediate and identical meaning everywhere: two means unusually strong, zero means perfectly ordinary, minus two unusually weak.

### How the calculation works

1. Raw momentum is the difference between the current applied price and the price InpMomPeriod bars earlier.
2. Over the InpStatPeriod window the mean and variance of that same momentum series, not of price, are computed.
3. Variance is obtained as the mean of squares minus the square of the mean, with a guard against negative values caused by rounding.
4. The z score is the distance of the current momentum from the mean, divided by the standard deviation.
5. The result is clamped at six sigma, beyond which the extra information is nil and the vertical scale would become unreadable.
6. A signal average over InpSignalPeriod bars accompanies the histogram to read its tendency.

### How to use it

- Use the two sigma thresholds as an exceptionality filter: only beyond that level does the thrust deserve operational attention.
- Compare the value across several instruments at the same moment to see where market thrust is concentrating.
- In an established trend the score drifts back to zero even while price rises: it means that advance has become the new normal.
- The histogram crossing the signal average marks the start or the end of an acceleration phase.
- On instruments with highly variable volatility raise InpStatPeriod to obtain a more stable reference distribution.

### Who it is for and on which timeframes

It is the natural tool for traders working on a basket of instruments who need to compare them, and for system builders whose logic must work without recalibration across different markets. It works from M15 to D1. On very low timeframes the momentum distribution is dominated by microstructure and extreme scores lose meaning. No advanced statistical background is required, but understanding what a standard deviation is helps avoid over-reading values around one.

### Practical example of reading a signal

A trader monitors eight currency pairs on H1. On seven of them the score oscillates between minus one and plus one: ordinary movement, nothing to do. On AUDNZD the score jumps to +2.6 and the histogram turns green. In absolute terms the move is only twenty five pips, far less than what EURUSD did in the same hour, but for the recent distribution of AUDNZD it is a rare event. That is where attention concentrates: the pair is doing something anomalous relative to itself, which is more informative than the absolute size of the move.

## Input parameters

| Parameter | Default | Description |
|---|---|---|
| `InpMomPeriod` | 10 | Horizon of the observed momentum, in bars. It defines which scale of move is being standardised. |
| `InpStatPeriod` | 120 | Window over which the reference distribution is estimated. Below 60 the estimate is noisy; above 200 the reference becomes slow to react to regime changes. |
| `InpSignalPeriod` | 5 | Period of the signal average overlaid on the histogram. |
| `InpExtremeZ` | 2.00 | Threshold in standard deviations beyond which the thrust is considered exceptional and the histogram is coloured. |
| `InpAppliedPrice` | PRICE_CLOSE | Price momentum is computed on. |

## Advantages / strengths

- A universal, interpretable scale: a score of two means the same thing on any instrument and timeframe.
- It adapts automatically to volatility changes, because the reference is the recent distribution rather than a fixed value.
- Ideal for selecting between markets, a use where classic momentum is completely unusable.
- No repaint, and an implementation using a single pass over the statistical window.

## Limitations and warnings

- In a very prolonged trend the score normalises towards zero: strong becomes the new average and the indicator stops flagging it.
- Standardisation implicitly assumes a reasonably symmetric distribution: on markets with strongly asymmetric tails the scores must be read with care.
- Right after a volatility regime change the statistical window still holds the old regime and produces exaggerated values.
- It is not a standalone directional signal: a high score says the thrust is unusual, not that it will continue.

**No repaint:** values printed on a closed bar are never modified afterwards.

**Disclaimer.** This product is a technical analysis tool, not an automated trading system, and it offers no profit guarantee whatsoever. Financial markets carry the risk of total loss of the invested capital. Past performance is not indicative of future results. Every signal must be confirmed with your own analysis, a money management plan and prior testing on a demo account. The author is not responsible for trading decisions taken on the basis of this indicator.

## Suggested tags / keywords for MQL5

`momentum`, `z score`, `normalization`, `statistics`, `oscillator`, `market scan`, `no repaint`, `standard deviation`
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# Adaptive Slope Ribbon - ATR-normalised regression slope ribbon *Category: Trend | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Five linear regression slopes over growing horizons, normalised in ATR units and comparable across instruments. The histogram shows the mean slope coloured by the level of agreement between time scales. ## Fu
# Fractal Trend Channel - Structural channel from confirmed swings *Category: Trend | Difficulty: beginner | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Step channel built from the last confirmed fractal swings, with a midline coloured by market structure: higher highs and lows, lower highs and lows, or mixed structure. ### Overview Reading structure through
# Volatility Adaptive MA - Variable speed moving average *Category: Trend | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1, H4* ## Short description > A moving average whose smoothing factor is driven by the ratio between short and long term volatility: it accelerates during breakouts and slows down in compressed phases, cutting false crossovers. ### Overview Eve
# Trend Persistence Index - Persistence versus randomness *Category: Trend | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Compares the direction changes actually observed with those expected from a purely random series. Above zero the market persists in one direction, below zero it keeps flipping. ### Overview In a random walk the sign of the
# Kalman Trend Filter - Level and velocity Kalman filter *Category: Trend | Difficulty: advanced | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > A two state Kalman filter that simultaneously estimates price level and velocity. The gain self-adjusts: it trusts the model when data are consistent and re-adapts immediately to shocks. ### Overview The Kalman filter
# Multi Scale Trend Agreement - Consensus across eight horizons *Category: Trend | Difficulty: beginner | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1, H4, D1* ## Short description > Checks price position against its own average on eight geometrically spaced scales and condenses the result into a single score from -100 to +100. ### Overview A trend worth the name is recognised from whatev
# Directional Efficiency - Net path versus gross path *Category: Trend | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Signed ratio between the net distance travelled by price and the gross path actually covered. It separates straight trends from disorderly advances that burn capital. ### Overview Two markets can rise by the same amoun
# Trend Age Counter - Regime age versus typical duration *Category: Trend | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Counts how many bars the current regime has lasted and compares it with the average duration of all past regimes on the same instrument. It measures trend maturity, not strength. ### Overview Every trend indicator answer
# Regression Confidence Baseline - Bands on residual error *Category: Trend | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Linear regression baseline with bands built on the residual standard error instead of the price standard deviation. Bands widen when the move loses order, not when price runs. ### Overview Classic volatility band
# Trend Exhaustion Meter - Composite exhaustion score *Category: Trend | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > A 0 to 100 score combining stretch from the mean, directional saturation and momentum fade. It measures the continuation risk of a move, not its reversal. ### Overview No single symptom says a trend is about to end, but when se
# Momentum Curvature - Acceleration versus velocity *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Measures price acceleration, the second derivative of the smoothed series, and compares it with velocity. It detects loss of thrust before direction changes. ### Overview Anyone who drives knows the brake pedal acts o
# Rate Of Change Spectrum - Which horizon is driving *Category: Momentum | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Standardises the rate of change over six horizons and identifies which one is driving the move. It shows the dominant scale score and its rank. ### Overview Knowing the market is rising tells you little. Knowing whether it ri
# Impulse Strength Gauge - Movement weighted by volume *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1, H4* ## Short description > Weights every bar by combining body size in ATR units with volume relative to its average, then accumulates the contributions. It separates wide but empty bars from genuinely supported impulses. ### Overview A wide
# Dual Horizon Momentum Delta - Short versus long, time corrected *Category: Momentum | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Compares momentum on two horizons after normalising them by the square root of time, a correction without which the long horizon would always look larger by pure construction. ### Overview Directly comparing
# Impulse Retrace Ratio - Impulse size versus retracement size *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Groups consecutive same sign changes into runs and compares the average size of bullish runs with that of bearish ones. It measures whether impulses are larger, not more numerous. ### Overview A healthy upt
# Momentum Thrust Counter - Counting thrusts beyond threshold *Category: Momentum | Difficulty: beginner | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Counts bars moving beyond an ATR multiple and reports the net balance. The total line separates calm from battle, both of which show a balance near zero. ### Overview Most bars on a chart carry no information: t
# Momentum Divergence Scanner - Divergences without repaint *Category: Momentum | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Flags price to momentum divergences using confirmed swings only. The arrow appears on confirmation and is never withdrawn, unlike almost every other divergence indicator. ### Overview Almost every divergence
# Elastic Momentum Band - Momentum driven asymmetric channel *Category: Momentum | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4* ## Short description > A channel deforming with momentum: the band favouring the move draws closer to the average, the opposite one moves away. It makes breaks in direction easier and counter breaks more selective. ### Overview A symm
# Momentum Entropy Filter - Order versus randomness in thrusts *Category: Momentum | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Computes the Shannon entropy of the recent momentum distribution and converts it into an order score from 0 to 100. It separates markets with recurring structure from those without regularity. ### Overview Shannon e
# Realized Volatility Cone - Historical volatility percentiles *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Draws realized volatility together with the percentiles of its own historical distribution. It tells whether the current level is high or low for that specific instrument. ### Overview Knowing that realized vo
# Volatility Forecast EWMA - Forecasting the next bar *Category: Volatility | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Estimates next bar volatility with an EWMA model on variance, the same scheme used in portfolio risk management, alongside the volatility actually observed. ### Overview Every volatility indicator looks backwards and
# Volatility Regime Classifier - Classification with hysteresis *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Classifies volatility into four regimes using a hysteresis state machine, eliminating the constant flipping typical of fixed thresholds. The active threshold is drawn. ### Overview Classifying volatility
# Garman Klass Volatility - An estimator using the whole OHLC *Category: Volatility | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > A volatility estimator using open, high, low and close instead of closes only. Its ratio to the classic estimate separates intra-bar movement from close-to-close movement. ### Overview The standard deviation o
# Overnight Gap Risk - The risk stops cannot cover *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Stocks | Suggested timeframes: H1, H4, D1* ## Short description > Splits each bar change into gap and intra-bar movement, and reports the share of risk attributable to gaps, the part no stop can protect against. ### Overview The risk of a position held past the close is not the same as that of the same position closed intraday, and the dif
# Volatility Breakout Projection - Levels projected from the open *Category: Volatility | Difficulty: beginner | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1* ## Short description > Anchors a reference to each session open and projects two pairs of levels computed as fractions of the average daily range. Levels stay fixed for the whole session. ### Overview If an instrument covers on ave
# Compression Expansion Detector - Squeeze and release *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Measures how far short term volatility has narrowed relative to the reference, counts how many bars the compression has lasted and highlights the bars following the release. ### Overview Volatility is not stable:
# Intraday Volatility Seasonality - Hourly volatility profile *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1* ## Short description > Builds the instrument average hourly volatility profile and compares it with the actual range of the current bar. It separates normally quiet hours from genuine anomalies. ### Overview Intraday volatility is n
# Downside Upside Vol Ratio - Risk asymmetry *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: H1, H4, D1* ## Short description > Computes two separate semi-deviations, one on negative returns only and one on positive ones, and reports their proportion. It measures an asymmetry standard deviation conceals. ### Overview Standard deviation treats an upward and a
# Volatility Shock Decay - Half-life of post-shock recovery *Category: Volatility | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: H1, H4, D1* ## Short description > Estimates the persistence coefficient of volatility and derives its half-life, how many bars a deviation from normal needs to halve. It also shows the size of the current shock. ### Overview When volatility explodes, the
# Volume Price Efficiency - Lo spessore del mercato *Categoria: Volume | Difficolta: intermedio | Finestra: finestra separata sotto il grafico | Mercati: Universale (Forex, indici, materie prime, crypto, azioni) | Timeframe consigliati: M5, M15, M30, H1, H4* ## Descrizione breve > Misura quanto prezzo viene spostato da una unita di volume. Valori alti indicano un mercato sottile, in cui pochi ordini muovono molto; valori bassi indicano assorbimento. ### Panoramica Quanto prezzo serve per a
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