diff --git a/src/utils/__tests__/getRescaler.test.ts b/src/utils/__tests__/getRescaler.test.ts
index 02cc3185..56b155c5 100644
--- a/src/utils/__tests__/getRescaler.test.ts
+++ b/src/utils/__tests__/getRescaler.test.ts
@@ -34,3 +34,32 @@ test('getRescale with wrong min / max, no clamp', () => {
   });
   expect(() => rescaler(2)).toThrowError('Value 2 is out of range [0, 1]');
 });
+
+test('getRescale with wrong min / max and logartihmic', () => {
+  const array = [10, 100, 1000, 10000];
+
+  const rescaler = getRescaler({
+    originalMin: 10,
+    originalMax: 1000,
+    algorithm: 'logarithmic',
+  });
+
+  const rescaledArray = array.map(rescaler);
+  expect(rescaledArray).toStrictEqual([0, 0.5, 1, 1]);
+});
+
+test('getRescale with square root', () => {
+  const array = [25, 36, 49];
+
+  const rescaler = getRescaler({
+    originalMin: 25,
+    originalMax: 49,
+    targetMin: 10,
+    targetMax: 50,
+    algorithm: 'power',
+    algorithmOptions: { power: 0.5 },
+  });
+
+  const rescaledArray = array.map(rescaler);
+  expect(rescaledArray).toStrictEqual([10, 30, 50]);
+});
diff --git a/src/utils/getRescaler.ts b/src/utils/getRescaler.ts
index f383a574..f3a8f8f2 100644
--- a/src/utils/getRescaler.ts
+++ b/src/utils/getRescaler.ts
@@ -1,3 +1,5 @@
+type Algorithms = 'linear' | 'logarithmic' | 'power';
+
 export interface RescalerOptions {
   /**
    * The minimum value of the original range
@@ -24,33 +26,79 @@ export interface RescalerOptions {
    * @default true
    */
   clamp?: boolean;
+  /**
+   * The algorithm to use for the rescaling
+   * @default 'linear'
+   */
+  algorithm?: Algorithms;
+  /**
+   * Options for the algorithm
+   * @default {}
+   */
+  algorithmOptions?: Record<string, number>;
 }
 
 export function getRescaler(options: RescalerOptions = {}) {
-  const {
+  let {
     originalMin = 0,
     originalMax = 1,
     targetMin = 0,
     targetMax = 1,
     clamp = true,
+    algorithmOptions = {},
   } = options;
 
+  const convert = getDataConverter(
+    options.algorithm || 'linear',
+    algorithmOptions,
+  );
+  originalMin = convert(originalMin);
+  originalMax = convert(originalMax);
+
+  const originalRange = originalMax - originalMin;
+  const targetRange = targetMax - targetMin;
+
   return (value: number) => {
-    if (value < originalMin) {
-      if (clamp) return targetMin;
-      throw new RangeError(
-        `Value ${value} is out of range [${originalMin}, ${originalMax}]`,
-      );
-    }
-    if (value > originalMax) {
-      if (clamp) return targetMax;
-      throw new RangeError(
-        `Value ${value} is out of range [${originalMin}, ${originalMax}]`,
-      );
-    }
-    const originalRange = originalMax - originalMin;
-    const targetRange = targetMax - targetMin;
+    value = convert(value);
+    value = checkRange(value, originalMin, originalMax, clamp);
+
     const valueScaled = (value - originalMin) / originalRange;
     return targetMin + valueScaled * targetRange;
   };
 }
+
+function getDataConverter(
+  kind: Algorithms = 'linear',
+  options: { power?: number } = {},
+) {
+  return (value: number) => {
+    switch (kind) {
+      case 'linear':
+        return value;
+      case 'logarithmic':
+        return Math.log10(value);
+      case 'power':
+        return value ** (options.power || 2);
+      default:
+        // eslint-disable-next-line @typescript-eslint/restrict-template-expressions
+        throw new Error(`Unknown kind ${kind}`);
+    }
+  };
+}
+
+function checkRange(
+  value: number,
+  min: number,
+  max: number,
+  clamp = true,
+): number {
+  if (value < min) {
+    if (clamp) return min;
+    throw new RangeError(`Value ${value} is out of range [${min}, ${max}]`);
+  }
+  if (value > max) {
+    if (clamp) return max;
+    throw new RangeError(`Value ${value} is out of range [${min}, ${max}]`);
+  }
+  return value;
+}